commit 34c75d177207a810afbd327b3c041c38545c3979 parent 43ceeff1b4ceac12b3aa3ab2d78b161d9964fe60 Author: miksa234 <milutin@popovic.xyz> Date: Tue, 16 Jan 2024 20:18:19 +0000 finished presentation Diffstat:
33 files changed, 637 insertions(+), 6198 deletions(-)
diff --git a/opt_sem/pres/pics/resnet18.png b/opt_sem/intro_pres/pics/resnet18.png Binary files differ. diff --git a/opt_sem/pres/pres1.tex b/opt_sem/intro_pres/pres1.tex diff --git a/opt_sem/pres/pres_intro.md b/opt_sem/intro_pres/pres_intro.md diff --git a/opt_sem/pres/uni.bib b/opt_sem/intro_pres/uni.bib diff --git a/opt_sem/pres/build/pres1.aux b/opt_sem/pres/build/pres1.aux @@ -1,51 +0,0 @@ -\relax -\providecommand\hyper@newdestlabel[2]{} -\providecommand\HyperFirstAtBeginDocument{\AtBeginDocument} -\HyperFirstAtBeginDocument{\ifx\hyper@anchor\@undefined -\global\let\oldnewlabel\newlabel -\gdef\newlabel#1#2{\newlabelxx{#1}#2} -\gdef\newlabelxx#1#2#3#4#5#6{\oldnewlabel{#1}{{#2}{#3}}} -\AtEndDocument{\ifx\hyper@anchor\@undefined -\let\newlabel\oldnewlabel -\fi} -\fi} -\global\let\hyper@last\relax -\gdef\HyperFirstAtBeginDocument#1{#1} -\providecommand\HyField@AuxAddToFields[1]{} -\providecommand\HyField@AuxAddToCoFields[2]{} -\abx@aux@refcontext{none/global//global/global} -\@writefile{nav}{\headcommand {\slideentry {0}{0}{1}{1/1}{}{0}}} -\@writefile{nav}{\headcommand {\beamer@framepages {1}{1}}} -\@writefile{nav}{\headcommand {\slideentry {0}{0}{2}{2/2}{}{0}}} -\@writefile{nav}{\headcommand {\beamer@framepages {2}{2}}} -\@writefile{nav}{\headcommand {\slideentry {0}{0}{3}{3/4}{}{0}}} -\@writefile{nav}{\headcommand {\beamer@framepages {3}{4}}} -\@writefile{nav}{\headcommand {\slideentry {0}{0}{4}{5/8}{}{0}}} -\@writefile{nav}{\headcommand {\beamer@framepages {5}{8}}} -\@writefile{nav}{\headcommand {\slideentry {0}{0}{5}{9/9}{}{0}}} -\@writefile{nav}{\headcommand {\beamer@framepages {9}{9}}} -\@writefile{nav}{\headcommand {\slideentry {0}{0}{6}{10/14}{}{0}}} -\@writefile{nav}{\headcommand {\beamer@framepages {10}{14}}} -\abx@aux@cite{0}{andriushchenko2023sgd} -\abx@aux@segm{0}{0}{andriushchenko2023sgd} -\abx@aux@cite{0}{andriushchenko2023sgd} -\abx@aux@segm{0}{0}{andriushchenko2023sgd} -\@writefile{nav}{\headcommand {\slideentry {0}{0}{7}{15/16}{}{0}}} -\@writefile{nav}{\headcommand {\beamer@framepages {15}{16}}} -\abx@aux@cite{0}{andriushchenko2023sgd} -\abx@aux@segm{0}{0}{andriushchenko2023sgd} -\@writefile{nav}{\headcommand {\beamer@sectionpages {1}{16}}} -\@writefile{nav}{\headcommand {\beamer@subsectionpages {1}{16}}} -\@writefile{nav}{\headcommand {\sectionentry {1}{References}{17}{References}{0}}} -\@writefile{nav}{\headcommand {\slideentry {1}{0}{0}{17/17}{}{0}}} -\@writefile{nav}{\headcommand {\beamer@framepages {17}{17}}} -\@writefile{nav}{\headcommand {\beamer@partpages {1}{17}}} -\@writefile{nav}{\headcommand {\beamer@subsectionpages {1}{17}}} -\@writefile{nav}{\headcommand {\beamer@sectionpages {1}{17}}} -\@writefile{nav}{\headcommand {\beamer@documentpages {17}}} -\@writefile{nav}{\headcommand {\gdef \inserttotalframenumber {8}}} -\@writefile{nav}{\headcommand {\slideentry {1}{0}{1}{18/18}{}{0}}} -\@writefile{nav}{\headcommand {\beamer@framepages {18}{18}}} -\abx@aux@read@bbl@mdfivesum{C80A671A95609C193326D73EA38ABCD9} -\abx@aux@defaultrefcontext{0}{andriushchenko2023sgd}{none/global//global/global} -\gdef \@abspage@last{18} diff --git a/opt_sem/pres/build/pres1.bbl b/opt_sem/pres/build/pres1.bbl @@ -1,66 +0,0 @@ -% $ biblatex auxiliary file $ -% $ biblatex bbl format version 3.2 $ -% Do not modify the above lines! -% -% This is an auxiliary file used by the 'biblatex' package. -% This file may safely be deleted. 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type="singlevalued"> - <bcf:key>usenameb</bcf:key> - <bcf:value>1</bcf:value> - </bcf:option> - <bcf:option type="singlevalued"> - <bcf:key>usenamec</bcf:key> - <bcf:value>1</bcf:value> - </bcf:option> - <bcf:option type="singlevalued"> - <bcf:key>usetranslator</bcf:key> - <bcf:value>0</bcf:value> - </bcf:option> - <bcf:option type="singlevalued"> - <bcf:key>useshortauthor</bcf:key> - <bcf:value>1</bcf:value> - </bcf:option> - <bcf:option type="singlevalued"> - <bcf:key>useshorteditor</bcf:key> - <bcf:value>1</bcf:value> - </bcf:option> - </bcf:options> - <!-- BIBLATEX OPTION SCOPE --> - <bcf:optionscope type="GLOBAL"> - <bcf:option datatype="xml">datamodel</bcf:option> - <bcf:option datatype="xml">labelalphanametemplate</bcf:option> - <bcf:option datatype="xml">labelalphatemplate</bcf:option> - <bcf:option datatype="xml">inheritance</bcf:option> - <bcf:option datatype="xml">translit</bcf:option> - <bcf:option datatype="xml">uniquenametemplate</bcf:option> - <bcf:option datatype="xml">sortingnamekeytemplate</bcf:option> - <bcf:option datatype="xml">sortingtemplate</bcf:option> - <bcf:option datatype="xml">extradatespec</bcf:option> - <bcf:option datatype="xml">extradatecontext</bcf:option> - <bcf:option datatype="xml">labelnamespec</bcf:option> - <bcf:option datatype="xml">labeltitlespec</bcf:option> - <bcf:option datatype="xml">labeldatespec</bcf:option> - <bcf:option datatype="string">controlversion</bcf:option> - <bcf:option datatype="string">alphaothers</bcf:option> - <bcf:option datatype="string">sortalphaothers</bcf:option> - <bcf:option datatype="string">presort</bcf:option> - <bcf:option datatype="string">texencoding</bcf:option> - <bcf:option datatype="string">bibencoding</bcf:option> - <bcf:option datatype="string">sortingtemplatename</bcf:option> - <bcf:option datatype="string">sortlocale</bcf:option> - <bcf:option datatype="string">language</bcf:option> - <bcf:option datatype="string">autolang</bcf:option> - <bcf:option datatype="string">langhook</bcf:option> - <bcf:option datatype="string">indexing</bcf:option> - <bcf:option datatype="string">hyperref</bcf:option> - <bcf:option datatype="string">backrefsetstyle</bcf:option> - <bcf:option datatype="string">block</bcf:option> - <bcf:option datatype="string">pagetracker</bcf:option> - <bcf:option datatype="string">citecounter</bcf:option> - <bcf:option datatype="string">citetracker</bcf:option> - <bcf:option datatype="string">ibidtracker</bcf:option> - <bcf:option datatype="string">idemtracker</bcf:option> - <bcf:option datatype="string">opcittracker</bcf:option> - <bcf:option datatype="string">loccittracker</bcf:option> - <bcf:option datatype="string">labeldate</bcf:option> - <bcf:option datatype="string">labeltime</bcf:option> - <bcf:option datatype="string">dateera</bcf:option> - <bcf:option datatype="string">date</bcf:option> - <bcf:option datatype="string">time</bcf:option> - <bcf:option datatype="string">eventdate</bcf:option> - <bcf:option datatype="string">eventtime</bcf:option> - <bcf:option datatype="string">origdate</bcf:option> - <bcf:option datatype="string">origtime</bcf:option> - <bcf:option datatype="string">urldate</bcf:option> - <bcf:option datatype="string">urltime</bcf:option> - <bcf:option datatype="string">alldatesusetime</bcf:option> - <bcf:option datatype="string">alldates</bcf:option> - <bcf:option datatype="string">alltimes</bcf:option> - <bcf:option datatype="string">gregorianstart</bcf:option> - <bcf:option datatype="string">autocite</bcf:option> - <bcf:option datatype="string">notetype</bcf:option> - <bcf:option datatype="string">uniquelist</bcf:option> - <bcf:option datatype="string">uniquename</bcf:option> - <bcf:option datatype="string">refsection</bcf:option> - <bcf:option datatype="string">refsegment</bcf:option> - <bcf:option datatype="string">citereset</bcf:option> - <bcf:option datatype="string">sortlos</bcf:option> - <bcf:option datatype="string">babel</bcf:option> - <bcf:option datatype="string">datelabel</bcf:option> - <bcf:option datatype="string">backrefstyle</bcf:option> - <bcf:option datatype="string">arxiv</bcf:option> - <bcf:option datatype="boolean">familyinits</bcf:option> - <bcf:option datatype="boolean">giveninits</bcf:option> - <bcf:option datatype="boolean">prefixinits</bcf:option> - <bcf:option datatype="boolean">suffixinits</bcf:option> - <bcf:option datatype="boolean">useafterword</bcf:option> - <bcf:option datatype="boolean">useannotator</bcf:option> - <bcf:option datatype="boolean">useauthor</bcf:option> - <bcf:option datatype="boolean">usebookauthor</bcf:option> - <bcf:option datatype="boolean">usecommentator</bcf:option> - <bcf:option datatype="boolean">useeditor</bcf:option> - <bcf:option datatype="boolean">useeditora</bcf:option> - <bcf:option datatype="boolean">useeditorb</bcf:option> - <bcf:option datatype="boolean">useeditorc</bcf:option> - <bcf:option datatype="boolean">useforeword</bcf:option> - <bcf:option datatype="boolean">useholder</bcf:option> - <bcf:option datatype="boolean">useintroduction</bcf:option> - <bcf:option datatype="boolean">usenamea</bcf:option> - <bcf:option datatype="boolean">usenameb</bcf:option> - <bcf:option datatype="boolean">usenamec</bcf:option> - <bcf:option datatype="boolean">usetranslator</bcf:option> - <bcf:option datatype="boolean">useshortauthor</bcf:option> - <bcf:option datatype="boolean">useshorteditor</bcf:option> - <bcf:option datatype="boolean">debug</bcf:option> - <bcf:option datatype="boolean">loadfiles</bcf:option> - <bcf:option datatype="boolean">safeinputenc</bcf:option> - <bcf:option datatype="boolean">sortcase</bcf:option> - <bcf:option datatype="boolean">sortupper</bcf:option> - <bcf:option datatype="boolean">terseinits</bcf:option> - <bcf:option datatype="boolean">abbreviate</bcf:option> - <bcf:option datatype="boolean">dateabbrev</bcf:option> - <bcf:option datatype="boolean">clearlang</bcf:option> - <bcf:option datatype="boolean">sortcites</bcf:option> - <bcf:option datatype="boolean">sortsets</bcf:option> - <bcf:option datatype="boolean">backref</bcf:option> - <bcf:option datatype="boolean">backreffloats</bcf:option> - <bcf:option datatype="boolean">trackfloats</bcf:option> - <bcf:option datatype="boolean">parentracker</bcf:option> - <bcf:option datatype="boolean">labeldateusetime</bcf:option> - <bcf:option datatype="boolean">datecirca</bcf:option> - <bcf:option datatype="boolean">dateuncertain</bcf:option> - <bcf:option datatype="boolean">dateusetime</bcf:option> - <bcf:option datatype="boolean">eventdateusetime</bcf:option> - <bcf:option datatype="boolean">origdateusetime</bcf:option> - <bcf:option datatype="boolean">urldateusetime</bcf:option> - <bcf:option datatype="boolean">julian</bcf:option> - <bcf:option datatype="boolean">datezeros</bcf:option> - <bcf:option datatype="boolean">timezeros</bcf:option> - <bcf:option datatype="boolean">timezones</bcf:option> - <bcf:option datatype="boolean">seconds</bcf:option> - <bcf:option datatype="boolean">autopunct</bcf:option> - <bcf:option datatype="boolean">punctfont</bcf:option> - <bcf:option datatype="boolean">labelnumber</bcf:option> - <bcf:option datatype="boolean">labelalpha</bcf:option> - <bcf:option datatype="boolean">labeltitle</bcf:option> - <bcf:option datatype="boolean">labeltitleyear</bcf:option> - <bcf:option datatype="boolean">labeldateparts</bcf:option> - <bcf:option datatype="boolean">pluralothers</bcf:option> - <bcf:option datatype="boolean">nohashothers</bcf:option> - <bcf:option datatype="boolean">nosortothers</bcf:option> - <bcf:option datatype="boolean">noroman</bcf:option> - <bcf:option datatype="boolean">singletitle</bcf:option> - <bcf:option datatype="boolean">uniquetitle</bcf:option> - <bcf:option datatype="boolean">uniquebaretitle</bcf:option> - <bcf:option datatype="boolean">uniquework</bcf:option> - <bcf:option datatype="boolean">uniqueprimaryauthor</bcf:option> - <bcf:option datatype="boolean">defernumbers</bcf:option> - <bcf:option datatype="boolean">locallabelwidth</bcf:option> - <bcf:option datatype="boolean">bibwarn</bcf:option> - <bcf:option datatype="boolean">useprefix</bcf:option> - <bcf:option datatype="boolean">skipbib</bcf:option> - <bcf:option datatype="boolean">skipbiblist</bcf:option> - <bcf:option datatype="boolean">skiplab</bcf:option> - <bcf:option datatype="boolean">dataonly</bcf:option> - <bcf:option datatype="boolean">defernums</bcf:option> - <bcf:option datatype="boolean">firstinits</bcf:option> - <bcf:option datatype="boolean">sortfirstinits</bcf:option> - <bcf:option datatype="boolean">sortgiveninits</bcf:option> - <bcf:option datatype="boolean">labelyear</bcf:option> - <bcf:option datatype="boolean">isbn</bcf:option> - <bcf:option datatype="boolean">url</bcf:option> - <bcf:option datatype="boolean">doi</bcf:option> - <bcf:option datatype="boolean">eprint</bcf:option> - <bcf:option datatype="boolean">related</bcf:option> - <bcf:option datatype="boolean">subentry</bcf:option> - <bcf:option datatype="boolean">bibtexcaseprotection</bcf:option> - <bcf:option datatype="integer">mincrossrefs</bcf:option> - <bcf:option datatype="integer">minxrefs</bcf:option> - <bcf:option datatype="integer">maxnames</bcf:option> - <bcf:option datatype="integer">minnames</bcf:option> - <bcf:option datatype="integer">maxbibnames</bcf:option> - <bcf:option datatype="integer">minbibnames</bcf:option> - <bcf:option datatype="integer">maxcitenames</bcf:option> - <bcf:option datatype="integer">mincitenames</bcf:option> - <bcf:option datatype="integer">maxsortnames</bcf:option> - <bcf:option datatype="integer">minsortnames</bcf:option> - <bcf:option datatype="integer">maxitems</bcf:option> - <bcf:option datatype="integer">minitems</bcf:option> - <bcf:option datatype="integer">maxalphanames</bcf:option> - <bcf:option datatype="integer">minalphanames</bcf:option> - <bcf:option datatype="integer">maxparens</bcf:option> - <bcf:option datatype="integer">dateeraauto</bcf:option> - </bcf:optionscope> - <bcf:optionscope type="ENTRYTYPE"> - <bcf:option datatype="string">alphaothers</bcf:option> - <bcf:option datatype="string">sortalphaothers</bcf:option> - <bcf:option datatype="string">presort</bcf:option> - <bcf:option datatype="string">indexing</bcf:option> - <bcf:option datatype="string">citetracker</bcf:option> - <bcf:option datatype="string">ibidtracker</bcf:option> - <bcf:option datatype="string">idemtracker</bcf:option> - <bcf:option datatype="string">opcittracker</bcf:option> - <bcf:option datatype="string">loccittracker</bcf:option> - <bcf:option datatype="string">uniquelist</bcf:option> - <bcf:option datatype="string">uniquename</bcf:option> - <bcf:option datatype="boolean">familyinits</bcf:option> - <bcf:option datatype="boolean">giveninits</bcf:option> - <bcf:option datatype="boolean">prefixinits</bcf:option> - <bcf:option datatype="boolean">suffixinits</bcf:option> - <bcf:option datatype="boolean">useafterword</bcf:option> - <bcf:option datatype="boolean">useannotator</bcf:option> - <bcf:option datatype="boolean">useauthor</bcf:option> - <bcf:option datatype="boolean">usebookauthor</bcf:option> - <bcf:option datatype="boolean">usecommentator</bcf:option> - <bcf:option datatype="boolean">useeditor</bcf:option> - <bcf:option datatype="boolean">useeditora</bcf:option> - <bcf:option datatype="boolean">useeditorb</bcf:option> - <bcf:option datatype="boolean">useeditorc</bcf:option> - <bcf:option datatype="boolean">useforeword</bcf:option> - <bcf:option datatype="boolean">useholder</bcf:option> - <bcf:option datatype="boolean">useintroduction</bcf:option> - <bcf:option datatype="boolean">usenamea</bcf:option> - <bcf:option datatype="boolean">usenameb</bcf:option> - <bcf:option datatype="boolean">usenamec</bcf:option> - <bcf:option datatype="boolean">usetranslator</bcf:option> - <bcf:option datatype="boolean">useshortauthor</bcf:option> - <bcf:option datatype="boolean">useshorteditor</bcf:option> - <bcf:option datatype="boolean">terseinits</bcf:option> - <bcf:option datatype="boolean">abbreviate</bcf:option> - <bcf:option datatype="boolean">dateabbrev</bcf:option> - <bcf:option datatype="boolean">clearlang</bcf:option> - <bcf:option datatype="boolean">labelnumber</bcf:option> - <bcf:option datatype="boolean">labelalpha</bcf:option> - <bcf:option datatype="boolean">labeltitle</bcf:option> - <bcf:option datatype="boolean">labeltitleyear</bcf:option> - <bcf:option datatype="boolean">labeldateparts</bcf:option> - <bcf:option datatype="boolean">nohashothers</bcf:option> - <bcf:option datatype="boolean">nosortothers</bcf:option> - <bcf:option datatype="boolean">noroman</bcf:option> - <bcf:option datatype="boolean">singletitle</bcf:option> - <bcf:option datatype="boolean">uniquetitle</bcf:option> - <bcf:option datatype="boolean">uniquebaretitle</bcf:option> - <bcf:option datatype="boolean">uniquework</bcf:option> - <bcf:option datatype="boolean">uniqueprimaryauthor</bcf:option> - <bcf:option datatype="boolean">useprefix</bcf:option> - <bcf:option datatype="boolean">skipbib</bcf:option> - <bcf:option datatype="boolean">skipbiblist</bcf:option> - <bcf:option datatype="boolean">skiplab</bcf:option> - <bcf:option datatype="boolean">dataonly</bcf:option> - <bcf:option datatype="boolean">skiplos</bcf:option> - <bcf:option datatype="boolean">labelyear</bcf:option> - <bcf:option datatype="boolean">isbn</bcf:option> - <bcf:option datatype="boolean">url</bcf:option> - <bcf:option datatype="boolean">doi</bcf:option> - <bcf:option datatype="boolean">eprint</bcf:option> - <bcf:option datatype="boolean">related</bcf:option> - <bcf:option datatype="boolean">subentry</bcf:option> - <bcf:option datatype="boolean">bibtexcaseprotection</bcf:option> - <bcf:option datatype="xml">labelalphatemplate</bcf:option> - <bcf:option datatype="xml">translit</bcf:option> - <bcf:option datatype="xml">sortexclusion</bcf:option> - <bcf:option datatype="xml">sortinclusion</bcf:option> - <bcf:option datatype="xml">extradatecontext</bcf:option> - <bcf:option datatype="xml">labelnamespec</bcf:option> - <bcf:option datatype="xml">labeltitlespec</bcf:option> - <bcf:option datatype="xml">labeldatespec</bcf:option> - <bcf:option datatype="integer">maxnames</bcf:option> - <bcf:option datatype="integer">minnames</bcf:option> - <bcf:option datatype="integer">maxbibnames</bcf:option> - <bcf:option datatype="integer">minbibnames</bcf:option> - <bcf:option datatype="integer">maxcitenames</bcf:option> - <bcf:option datatype="integer">mincitenames</bcf:option> - <bcf:option datatype="integer">maxsortnames</bcf:option> - <bcf:option datatype="integer">minsortnames</bcf:option> - <bcf:option datatype="integer">maxitems</bcf:option> - <bcf:option datatype="integer">minitems</bcf:option> - <bcf:option datatype="integer">maxalphanames</bcf:option> - <bcf:option datatype="integer">minalphanames</bcf:option> - </bcf:optionscope> - <bcf:optionscope type="ENTRY"> - <bcf:option datatype="string">noinherit</bcf:option> - <bcf:option datatype="string" backendin="sortingnamekeytemplatename,uniquenametemplatename,labelalphanametemplatename">nametemplates</bcf:option> - <bcf:option datatype="string" backendout="1">labelalphanametemplatename</bcf:option> - <bcf:option datatype="string" backendout="1">uniquenametemplatename</bcf:option> - <bcf:option datatype="string" backendout="1">sortingnamekeytemplatename</bcf:option> - <bcf:option datatype="string">presort</bcf:option> - <bcf:option datatype="string" backendout="1">indexing</bcf:option> - <bcf:option datatype="string" backendout="1">citetracker</bcf:option> - <bcf:option datatype="string" backendout="1">ibidtracker</bcf:option> - <bcf:option datatype="string" backendout="1">idemtracker</bcf:option> - <bcf:option datatype="string" backendout="1">opcittracker</bcf:option> - <bcf:option datatype="string" backendout="1">loccittracker</bcf:option> - <bcf:option datatype="string">uniquelist</bcf:option> - <bcf:option datatype="string">uniquename</bcf:option> - <bcf:option datatype="boolean" backendout="1">familyinits</bcf:option> - <bcf:option datatype="boolean" backendout="1">giveninits</bcf:option> - <bcf:option datatype="boolean" backendout="1">prefixinits</bcf:option> - <bcf:option datatype="boolean" backendout="1">suffixinits</bcf:option> - <bcf:option datatype="boolean" backendout="1">useafterword</bcf:option> - <bcf:option datatype="boolean" backendout="1">useannotator</bcf:option> - <bcf:option datatype="boolean" backendout="1">useauthor</bcf:option> - <bcf:option datatype="boolean" backendout="1">usebookauthor</bcf:option> - <bcf:option datatype="boolean" backendout="1">usecommentator</bcf:option> - <bcf:option datatype="boolean" backendout="1">useeditor</bcf:option> - <bcf:option datatype="boolean" backendout="1">useeditora</bcf:option> - <bcf:option datatype="boolean" backendout="1">useeditorb</bcf:option> - <bcf:option datatype="boolean" backendout="1">useeditorc</bcf:option> - <bcf:option datatype="boolean" backendout="1">useforeword</bcf:option> - <bcf:option datatype="boolean" backendout="1">useholder</bcf:option> - <bcf:option datatype="boolean" backendout="1">useintroduction</bcf:option> - <bcf:option datatype="boolean" backendout="1">usenamea</bcf:option> - <bcf:option datatype="boolean" backendout="1">usenameb</bcf:option> - <bcf:option datatype="boolean" backendout="1">usenamec</bcf:option> - <bcf:option datatype="boolean" backendout="1">usetranslator</bcf:option> - <bcf:option datatype="boolean" backendout="1">useshortauthor</bcf:option> - <bcf:option datatype="boolean" backendout="1">useshorteditor</bcf:option> - <bcf:option datatype="boolean" backendout="1">terseinits</bcf:option> - <bcf:option datatype="boolean" backendout="1">abbreviate</bcf:option> - <bcf:option datatype="boolean" backendout="1">dateabbrev</bcf:option> - <bcf:option datatype="boolean" backendout="1">clearlang</bcf:option> - <bcf:option datatype="boolean" backendout="1">labelnumber</bcf:option> - <bcf:option datatype="boolean" backendout="1">labelalpha</bcf:option> - <bcf:option datatype="boolean" backendout="1">labeltitle</bcf:option> - <bcf:option datatype="boolean" backendout="1">labeltitleyear</bcf:option> - <bcf:option datatype="boolean" backendout="1">labeldateparts</bcf:option> - <bcf:option datatype="boolean">nohashothers</bcf:option> - <bcf:option datatype="boolean">nosortothers</bcf:option> - <bcf:option datatype="boolean">noroman</bcf:option> - <bcf:option datatype="boolean">singletitle</bcf:option> - <bcf:option datatype="boolean">uniquetitle</bcf:option> - <bcf:option datatype="boolean">uniquebaretitle</bcf:option> - <bcf:option datatype="boolean">uniquework</bcf:option> - <bcf:option datatype="boolean">uniqueprimaryauthor</bcf:option> - <bcf:option datatype="boolean" backendout="1">useprefix</bcf:option> - <bcf:option datatype="boolean" backendout="1">skipbib</bcf:option> - <bcf:option datatype="boolean" backendout="1">skipbiblist</bcf:option> - <bcf:option datatype="boolean" backendout="1">skiplab</bcf:option> - <bcf:option datatype="boolean" backendin="uniquename=false,uniquelist=false,skipbib=true,skipbiblist=true,skiplab=true">dataonly</bcf:option> - <bcf:option datatype="boolean" backendout="1">skiplos</bcf:option> - <bcf:option datatype="boolean" backendout="1">isbn</bcf:option> - <bcf:option datatype="boolean" backendout="1">url</bcf:option> - <bcf:option datatype="boolean" backendout="1">doi</bcf:option> - <bcf:option datatype="boolean" backendout="1">eprint</bcf:option> - <bcf:option datatype="boolean" backendout="1">related</bcf:option> - <bcf:option datatype="boolean" backendout="1">subentry</bcf:option> - <bcf:option datatype="boolean" backendout="1">bibtexcaseprotection</bcf:option> - <bcf:option datatype="integer" backendin="maxcitenames,maxbibnames,maxsortnames">maxnames</bcf:option> - <bcf:option datatype="integer" backendin="mincitenames,minbibnames,minsortnames">minnames</bcf:option> - <bcf:option datatype="integer" backendout="1">maxbibnames</bcf:option> - <bcf:option datatype="integer" backendout="1">minbibnames</bcf:option> - <bcf:option datatype="integer" backendout="1">maxcitenames</bcf:option> - <bcf:option datatype="integer" backendout="1">mincitenames</bcf:option> - <bcf:option datatype="integer" backendout="1">maxsortnames</bcf:option> - <bcf:option datatype="integer" backendout="1">minsortnames</bcf:option> - <bcf:option datatype="integer" backendout="1">maxitems</bcf:option> - <bcf:option datatype="integer" backendout="1">minitems</bcf:option> - <bcf:option datatype="integer" backendout="1">maxalphanames</bcf:option> - <bcf:option datatype="integer" backendout="1">minalphanames</bcf:option> - </bcf:optionscope> - <bcf:optionscope type="NAMELIST"> - <bcf:option datatype="string" backendin="sortingnamekeytemplatename,uniquenametemplatename,labelalphanametemplatename">nametemplates</bcf:option> - <bcf:option datatype="string" backendout="1">labelalphanametemplatename</bcf:option> - <bcf:option datatype="string" backendout="1">uniquenametemplatename</bcf:option> - <bcf:option datatype="string" backendout="1">sortingnamekeytemplatename</bcf:option> - <bcf:option datatype="string">uniquelist</bcf:option> - <bcf:option datatype="string">uniquename</bcf:option> - <bcf:option datatype="boolean" backendout="1">familyinits</bcf:option> - <bcf:option datatype="boolean" backendout="1">giveninits</bcf:option> - <bcf:option datatype="boolean" backendout="1">prefixinits</bcf:option> - <bcf:option datatype="boolean" backendout="1">suffixinits</bcf:option> - <bcf:option datatype="boolean" backendout="1">terseinits</bcf:option> - <bcf:option datatype="boolean">nohashothers</bcf:option> - <bcf:option datatype="boolean">nosortothers</bcf:option> - <bcf:option datatype="boolean" backendout="1">useprefix</bcf:option> - </bcf:optionscope> - <bcf:optionscope type="NAME"> - <bcf:option datatype="string" backendin="sortingnamekeytemplatename,uniquenametemplatename,labelalphanametemplatename">nametemplates</bcf:option> - <bcf:option datatype="string" backendout="1">labelalphanametemplatename</bcf:option> - <bcf:option datatype="string" backendout="1">uniquenametemplatename</bcf:option> - <bcf:option datatype="string" backendout="1">sortingnamekeytemplatename</bcf:option> - <bcf:option datatype="string">uniquename</bcf:option> - <bcf:option datatype="boolean" backendout="1">familyinits</bcf:option> - <bcf:option datatype="boolean" backendout="1">giveninits</bcf:option> - <bcf:option datatype="boolean" backendout="1">prefixinits</bcf:option> - <bcf:option datatype="boolean" backendout="1">suffixinits</bcf:option> - <bcf:option datatype="boolean" backendout="1">terseinits</bcf:option> - <bcf:option datatype="boolean" backendout="1">useprefix</bcf:option> - </bcf:optionscope> - <!-- DATAFIELDSETS --> - <bcf:datafieldset name="setnames"> - <bcf:member datatype="name" fieldtype="list"/> - </bcf:datafieldset> - <bcf:datafieldset name="settitles"> - <bcf:member field="title"/> - <bcf:member field="booktitle"/> - <bcf:member field="eventtitle"/> - <bcf:member field="issuetitle"/> - <bcf:member field="journaltitle"/> - <bcf:member field="maintitle"/> - <bcf:member field="origtitle"/> - </bcf:datafieldset> - <!-- SOURCEMAP --> - <bcf:sourcemap> - <bcf:maps datatype="bibtex" level="driver"> - <bcf:map> - <bcf:map_step map_field_set="day" map_null="1"/> - </bcf:map> - <bcf:map> - <bcf:map_step map_type_source="conference" map_type_target="inproceedings"/> - <bcf:map_step map_type_source="electronic" map_type_target="online"/> - <bcf:map_step map_type_source="www" map_type_target="online"/> - </bcf:map> - <bcf:map> - <bcf:map_step map_type_source="mastersthesis" map_type_target="thesis" map_final="1"/> - <bcf:map_step map_field_set="type" map_field_value="mathesis"/> - </bcf:map> - <bcf:map> - <bcf:map_step map_type_source="phdthesis" map_type_target="thesis" map_final="1"/> - <bcf:map_step map_field_set="type" map_field_value="phdthesis"/> - </bcf:map> - <bcf:map> - <bcf:map_step map_type_source="techreport" map_type_target="report" map_final="1"/> - <bcf:map_step map_field_set="type" map_field_value="techreport"/> - </bcf:map> - <bcf:map> - <bcf:map_step map_field_source="hyphenation" map_field_target="langid"/> - <bcf:map_step map_field_source="address" map_field_target="location"/> - <bcf:map_step map_field_source="school" map_field_target="institution"/> - <bcf:map_step map_field_source="annote" map_field_target="annotation"/> - <bcf:map_step map_field_source="archiveprefix" map_field_target="eprinttype"/> - <bcf:map_step map_field_source="journal" map_field_target="journaltitle"/> - <bcf:map_step map_field_source="primaryclass" map_field_target="eprintclass"/> - <bcf:map_step map_field_source="key" map_field_target="sortkey"/> - <bcf:map_step map_field_source="pdf" map_field_target="file"/> - </bcf:map> - </bcf:maps> - </bcf:sourcemap> - <!-- LABELALPHA NAME TEMPLATE --> - <bcf:labelalphanametemplate name="global"> - <bcf:namepart order="1" use="1" pre="1" substring_width="1" substring_compound="1">prefix</bcf:namepart> - <bcf:namepart order="2">family</bcf:namepart> - </bcf:labelalphanametemplate> - <!-- LABELALPHA TEMPLATE --> - <bcf:labelalphatemplate type="global"> - <bcf:labelelement order="1"> - <bcf:labelpart final="1">shorthand</bcf:labelpart> - <bcf:labelpart>label</bcf:labelpart> - <bcf:labelpart substring_width="3" substring_side="left" ifnames="1">labelname</bcf:labelpart> - <bcf:labelpart substring_width="1" substring_side="left">labelname</bcf:labelpart> - </bcf:labelelement> - <bcf:labelelement order="2"> - <bcf:labelpart substring_width="2" substring_side="right">year</bcf:labelpart> - </bcf:labelelement> - </bcf:labelalphatemplate> - <!-- EXTRADATE --> - <bcf:extradatespec> - <bcf:scope> - <bcf:field order="1">labelyear</bcf:field> - <bcf:field order="2">year</bcf:field> - </bcf:scope> - </bcf:extradatespec> - <!-- INHERITANCE --> - <bcf:inheritance> - <bcf:defaults inherit_all="true" override_target="false"> - </bcf:defaults> - <bcf:inherit> - <bcf:type_pair source="mvbook" target="inbook"/> - <bcf:type_pair source="mvbook" target="bookinbook"/> - <bcf:type_pair source="mvbook" target="suppbook"/> - <bcf:type_pair source="book" target="inbook"/> - <bcf:type_pair source="book" target="bookinbook"/> - <bcf:type_pair source="book" target="suppbook"/> - <bcf:field source="author" target="author"/> - <bcf:field source="author" target="bookauthor"/> - </bcf:inherit> - <bcf:inherit> - <bcf:type_pair source="mvbook" target="book"/> - <bcf:type_pair source="mvbook" target="inbook"/> - <bcf:type_pair source="mvbook" target="bookinbook"/> - <bcf:type_pair source="mvbook" target="suppbook"/> - <bcf:field source="title" target="maintitle"/> - <bcf:field source="subtitle" target="mainsubtitle"/> - <bcf:field source="titleaddon" target="maintitleaddon"/> - <bcf:field source="shorttitle" skip="true"/> - <bcf:field source="sorttitle" skip="true"/> - <bcf:field source="indextitle" skip="true"/> - <bcf:field source="indexsorttitle" skip="true"/> - </bcf:inherit> - <bcf:inherit> - <bcf:type_pair source="mvcollection" target="collection"/> - <bcf:type_pair source="mvcollection" target="reference"/> - <bcf:type_pair source="mvcollection" target="incollection"/> - <bcf:type_pair source="mvcollection" target="inreference"/> - <bcf:type_pair source="mvcollection" target="suppcollection"/> - <bcf:type_pair source="mvreference" target="collection"/> - <bcf:type_pair source="mvreference" target="reference"/> - <bcf:type_pair source="mvreference" target="incollection"/> - <bcf:type_pair source="mvreference" target="inreference"/> - <bcf:type_pair source="mvreference" target="suppcollection"/> - <bcf:field source="title" target="maintitle"/> - <bcf:field source="subtitle" target="mainsubtitle"/> - <bcf:field source="titleaddon" target="maintitleaddon"/> - <bcf:field source="shorttitle" skip="true"/> - <bcf:field source="sorttitle" skip="true"/> - <bcf:field source="indextitle" skip="true"/> - <bcf:field source="indexsorttitle" skip="true"/> - </bcf:inherit> - <bcf:inherit> - <bcf:type_pair source="mvproceedings" target="proceedings"/> - <bcf:type_pair source="mvproceedings" target="inproceedings"/> - <bcf:field source="title" target="maintitle"/> - <bcf:field source="subtitle" target="mainsubtitle"/> - <bcf:field source="titleaddon" target="maintitleaddon"/> - <bcf:field source="shorttitle" skip="true"/> - <bcf:field source="sorttitle" skip="true"/> - <bcf:field source="indextitle" skip="true"/> - <bcf:field source="indexsorttitle" skip="true"/> - </bcf:inherit> - <bcf:inherit> - <bcf:type_pair source="book" target="inbook"/> - <bcf:type_pair source="book" target="bookinbook"/> - <bcf:type_pair source="book" target="suppbook"/> - <bcf:field source="title" target="booktitle"/> - <bcf:field source="subtitle" target="booksubtitle"/> - <bcf:field source="titleaddon" target="booktitleaddon"/> - <bcf:field source="shorttitle" skip="true"/> - <bcf:field source="sorttitle" skip="true"/> - <bcf:field source="indextitle" skip="true"/> - <bcf:field source="indexsorttitle" skip="true"/> - </bcf:inherit> - <bcf:inherit> - <bcf:type_pair source="collection" target="incollection"/> - <bcf:type_pair source="collection" target="inreference"/> - <bcf:type_pair source="collection" target="suppcollection"/> - <bcf:type_pair source="reference" target="incollection"/> - <bcf:type_pair source="reference" target="inreference"/> - <bcf:type_pair source="reference" target="suppcollection"/> - <bcf:field source="title" target="booktitle"/> - <bcf:field source="subtitle" target="booksubtitle"/> - <bcf:field source="titleaddon" target="booktitleaddon"/> - <bcf:field source="shorttitle" skip="true"/> - <bcf:field source="sorttitle" skip="true"/> - <bcf:field source="indextitle" skip="true"/> - <bcf:field source="indexsorttitle" skip="true"/> - </bcf:inherit> - <bcf:inherit> - <bcf:type_pair source="proceedings" target="inproceedings"/> - <bcf:field source="title" target="booktitle"/> - <bcf:field source="subtitle" target="booksubtitle"/> - <bcf:field source="titleaddon" target="booktitleaddon"/> - <bcf:field source="shorttitle" skip="true"/> - <bcf:field source="sorttitle" skip="true"/> - <bcf:field source="indextitle" skip="true"/> - <bcf:field source="indexsorttitle" skip="true"/> - </bcf:inherit> - <bcf:inherit> - <bcf:type_pair source="periodical" target="article"/> - <bcf:type_pair source="periodical" target="suppperiodical"/> - <bcf:field source="title" target="journaltitle"/> - <bcf:field source="subtitle" target="journalsubtitle"/> - <bcf:field source="titleaddon" target="journaltitleaddon"/> - <bcf:field source="shorttitle" skip="true"/> - <bcf:field source="sorttitle" skip="true"/> - <bcf:field source="indextitle" skip="true"/> - <bcf:field source="indexsorttitle" skip="true"/> - </bcf:inherit> - <bcf:inherit> - <bcf:type_pair source="*" target="*"/> - <bcf:field source="ids" skip="true"/> - <bcf:field source="crossref" skip="true"/> - <bcf:field source="xref" skip="true"/> - <bcf:field source="entryset" skip="true"/> - <bcf:field source="entrysubtype" skip="true"/> - <bcf:field source="execute" skip="true"/> - <bcf:field source="label" skip="true"/> - <bcf:field source="options" skip="true"/> - <bcf:field source="presort" skip="true"/> - <bcf:field source="related" skip="true"/> - <bcf:field source="relatedoptions" skip="true"/> - <bcf:field source="relatedstring" skip="true"/> - <bcf:field source="relatedtype" skip="true"/> - <bcf:field source="shorthand" skip="true"/> - <bcf:field source="shorthandintro" skip="true"/> - <bcf:field source="sortkey" skip="true"/> - </bcf:inherit> - </bcf:inheritance> - <!-- UNIQUENAME TEMPLATES --> - <bcf:uniquenametemplate name="global"> - <bcf:namepart order="1" use="1" base="1">prefix</bcf:namepart> - <bcf:namepart order="2" base="1">family</bcf:namepart> - <bcf:namepart order="3">given</bcf:namepart> - </bcf:uniquenametemplate> - <!-- SORTING NAME KEY TEMPLATES --> - <bcf:sortingnamekeytemplate name="global" visibility="sort"> - <bcf:keypart order="1"> - <bcf:part type="namepart" order="1" use="1">prefix</bcf:part> - <bcf:part type="namepart" order="2">family</bcf:part> - </bcf:keypart> - <bcf:keypart order="2"> - <bcf:part type="namepart" order="1">given</bcf:part> - </bcf:keypart> - <bcf:keypart order="3"> - <bcf:part type="namepart" order="1">suffix</bcf:part> - </bcf:keypart> - <bcf:keypart order="4"> - <bcf:part type="namepart" order="1" use="0">prefix</bcf:part> - </bcf:keypart> - </bcf:sortingnamekeytemplate> - <bcf:presort>mm</bcf:presort> - <!-- DATA MODEL --> - <bcf:datamodel> - <bcf:constants> - <bcf:constant type="list" name="gender">sf,sm,sn,pf,pm,pn,pp</bcf:constant> - <bcf:constant type="list" name="nameparts">family,given,prefix,suffix</bcf:constant> - <bcf:constant type="list" name="optiondatatypes">boolean,integer,string,xml</bcf:constant> - <bcf:constant type="list" name="multiscriptforms">default,transliteration,transcription,translation</bcf:constant> - </bcf:constants> - <bcf:entrytypes> - <bcf:entrytype>article</bcf:entrytype> - <bcf:entrytype>artwork</bcf:entrytype> - <bcf:entrytype>audio</bcf:entrytype> - <bcf:entrytype>bibnote</bcf:entrytype> - <bcf:entrytype>book</bcf:entrytype> - <bcf:entrytype>bookinbook</bcf:entrytype> - <bcf:entrytype>booklet</bcf:entrytype> - <bcf:entrytype>collection</bcf:entrytype> - <bcf:entrytype>commentary</bcf:entrytype> - <bcf:entrytype>customa</bcf:entrytype> - <bcf:entrytype>customb</bcf:entrytype> - <bcf:entrytype>customc</bcf:entrytype> - <bcf:entrytype>customd</bcf:entrytype> - <bcf:entrytype>custome</bcf:entrytype> - <bcf:entrytype>customf</bcf:entrytype> - <bcf:entrytype>dataset</bcf:entrytype> - <bcf:entrytype>inbook</bcf:entrytype> - <bcf:entrytype>incollection</bcf:entrytype> - <bcf:entrytype>inproceedings</bcf:entrytype> - <bcf:entrytype>inreference</bcf:entrytype> - <bcf:entrytype>image</bcf:entrytype> - <bcf:entrytype>jurisdiction</bcf:entrytype> - <bcf:entrytype>legal</bcf:entrytype> - <bcf:entrytype>legislation</bcf:entrytype> - <bcf:entrytype>letter</bcf:entrytype> - <bcf:entrytype>manual</bcf:entrytype> - <bcf:entrytype>misc</bcf:entrytype> - <bcf:entrytype>movie</bcf:entrytype> - <bcf:entrytype>music</bcf:entrytype> - <bcf:entrytype>mvcollection</bcf:entrytype> - <bcf:entrytype>mvreference</bcf:entrytype> - <bcf:entrytype>mvproceedings</bcf:entrytype> - <bcf:entrytype>mvbook</bcf:entrytype> - <bcf:entrytype>online</bcf:entrytype> - <bcf:entrytype>patent</bcf:entrytype> - <bcf:entrytype>performance</bcf:entrytype> - <bcf:entrytype>periodical</bcf:entrytype> - <bcf:entrytype>proceedings</bcf:entrytype> - <bcf:entrytype>reference</bcf:entrytype> - <bcf:entrytype>report</bcf:entrytype> - <bcf:entrytype>review</bcf:entrytype> - <bcf:entrytype>set</bcf:entrytype> - <bcf:entrytype>software</bcf:entrytype> - <bcf:entrytype>standard</bcf:entrytype> - <bcf:entrytype>suppbook</bcf:entrytype> - <bcf:entrytype>suppcollection</bcf:entrytype> - <bcf:entrytype>suppperiodical</bcf:entrytype> - <bcf:entrytype>thesis</bcf:entrytype> - <bcf:entrytype>unpublished</bcf:entrytype> - <bcf:entrytype>video</bcf:entrytype> - <bcf:entrytype skip_output="true">xdata</bcf:entrytype> - </bcf:entrytypes> - <bcf:fields> - <bcf:field fieldtype="field" datatype="integer">sortyear</bcf:field> - <bcf:field fieldtype="field" datatype="integer">volume</bcf:field> - <bcf:field fieldtype="field" datatype="integer">volumes</bcf:field> - <bcf:field fieldtype="field" datatype="literal">abstract</bcf:field> - <bcf:field fieldtype="field" datatype="literal">addendum</bcf:field> - <bcf:field fieldtype="field" datatype="literal">annotation</bcf:field> - <bcf:field fieldtype="field" datatype="literal">booksubtitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal">booktitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal">booktitleaddon</bcf:field> - <bcf:field fieldtype="field" datatype="literal">chapter</bcf:field> - <bcf:field fieldtype="field" datatype="literal">edition</bcf:field> - <bcf:field fieldtype="field" datatype="literal">eid</bcf:field> - <bcf:field fieldtype="field" datatype="literal">entrysubtype</bcf:field> - <bcf:field fieldtype="field" datatype="literal">eprintclass</bcf:field> - <bcf:field fieldtype="field" datatype="literal">eprinttype</bcf:field> - <bcf:field fieldtype="field" datatype="literal">eventtitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal">eventtitleaddon</bcf:field> - <bcf:field fieldtype="field" datatype="literal">gender</bcf:field> - <bcf:field fieldtype="field" datatype="literal">howpublished</bcf:field> - <bcf:field fieldtype="field" datatype="literal">indexsorttitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal">indextitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal">isan</bcf:field> - <bcf:field fieldtype="field" datatype="literal">isbn</bcf:field> - <bcf:field fieldtype="field" datatype="literal">ismn</bcf:field> - <bcf:field fieldtype="field" datatype="literal">isrn</bcf:field> - <bcf:field fieldtype="field" datatype="literal">issn</bcf:field> - <bcf:field fieldtype="field" datatype="literal">issue</bcf:field> - <bcf:field fieldtype="field" datatype="literal">issuesubtitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal">issuetitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal">issuetitleaddon</bcf:field> - <bcf:field fieldtype="field" datatype="literal">iswc</bcf:field> - <bcf:field fieldtype="field" datatype="literal">journalsubtitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal">journaltitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal">journaltitleaddon</bcf:field> - <bcf:field fieldtype="field" datatype="literal">label</bcf:field> - <bcf:field fieldtype="field" datatype="literal">langid</bcf:field> - <bcf:field fieldtype="field" datatype="literal">langidopts</bcf:field> - <bcf:field fieldtype="field" datatype="literal">library</bcf:field> - <bcf:field fieldtype="field" datatype="literal">mainsubtitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal">maintitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal">maintitleaddon</bcf:field> - <bcf:field fieldtype="field" datatype="literal">nameaddon</bcf:field> - <bcf:field fieldtype="field" datatype="literal">note</bcf:field> - <bcf:field fieldtype="field" datatype="literal">number</bcf:field> - <bcf:field fieldtype="field" datatype="literal">origtitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal">pagetotal</bcf:field> - <bcf:field fieldtype="field" datatype="literal">part</bcf:field> - <bcf:field fieldtype="field" datatype="literal">relatedstring</bcf:field> - <bcf:field fieldtype="field" datatype="literal">relatedtype</bcf:field> - <bcf:field fieldtype="field" datatype="literal">reprinttitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal">series</bcf:field> - <bcf:field fieldtype="field" datatype="literal">shorthandintro</bcf:field> - <bcf:field fieldtype="field" datatype="literal">subtitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal">title</bcf:field> - <bcf:field fieldtype="field" datatype="literal">titleaddon</bcf:field> - <bcf:field fieldtype="field" datatype="literal">usera</bcf:field> - <bcf:field fieldtype="field" datatype="literal">userb</bcf:field> - <bcf:field fieldtype="field" datatype="literal">userc</bcf:field> - <bcf:field fieldtype="field" datatype="literal">userd</bcf:field> - <bcf:field fieldtype="field" datatype="literal">usere</bcf:field> - <bcf:field fieldtype="field" datatype="literal">userf</bcf:field> - <bcf:field fieldtype="field" datatype="literal">venue</bcf:field> - <bcf:field fieldtype="field" datatype="literal">version</bcf:field> - <bcf:field fieldtype="field" datatype="literal" label="true">shorthand</bcf:field> - <bcf:field fieldtype="field" datatype="literal" label="true">shortjournal</bcf:field> - <bcf:field fieldtype="field" datatype="literal" label="true">shortseries</bcf:field> - <bcf:field fieldtype="field" datatype="literal" label="true">shorttitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal" skip_output="true">sorttitle</bcf:field> - <bcf:field fieldtype="field" datatype="literal" skip_output="true">sortshorthand</bcf:field> - <bcf:field fieldtype="field" datatype="literal" skip_output="true">sortkey</bcf:field> - <bcf:field fieldtype="field" datatype="literal" skip_output="true">presort</bcf:field> - <bcf:field fieldtype="list" datatype="literal">institution</bcf:field> - <bcf:field fieldtype="list" datatype="literal">lista</bcf:field> - <bcf:field fieldtype="list" datatype="literal">listb</bcf:field> - <bcf:field fieldtype="list" datatype="literal">listc</bcf:field> - <bcf:field fieldtype="list" datatype="literal">listd</bcf:field> - <bcf:field fieldtype="list" datatype="literal">liste</bcf:field> - <bcf:field fieldtype="list" datatype="literal">listf</bcf:field> - <bcf:field fieldtype="list" datatype="literal">location</bcf:field> - <bcf:field fieldtype="list" datatype="literal">organization</bcf:field> - <bcf:field fieldtype="list" datatype="literal">origlocation</bcf:field> - <bcf:field fieldtype="list" datatype="literal">origpublisher</bcf:field> - <bcf:field fieldtype="list" datatype="literal">publisher</bcf:field> - <bcf:field fieldtype="list" datatype="name">afterword</bcf:field> - <bcf:field fieldtype="list" datatype="name">annotator</bcf:field> - <bcf:field fieldtype="list" datatype="name">author</bcf:field> - <bcf:field fieldtype="list" datatype="name">bookauthor</bcf:field> - <bcf:field fieldtype="list" datatype="name">commentator</bcf:field> - <bcf:field fieldtype="list" datatype="name">editor</bcf:field> - <bcf:field fieldtype="list" datatype="name">editora</bcf:field> - <bcf:field fieldtype="list" datatype="name">editorb</bcf:field> - <bcf:field fieldtype="list" datatype="name">editorc</bcf:field> - <bcf:field fieldtype="list" datatype="name">foreword</bcf:field> - <bcf:field fieldtype="list" datatype="name">holder</bcf:field> - <bcf:field fieldtype="list" datatype="name">introduction</bcf:field> - <bcf:field fieldtype="list" datatype="name">namea</bcf:field> - <bcf:field fieldtype="list" datatype="name">nameb</bcf:field> - <bcf:field fieldtype="list" datatype="name">namec</bcf:field> - <bcf:field fieldtype="list" datatype="name">translator</bcf:field> - <bcf:field fieldtype="list" datatype="name" label="true">shortauthor</bcf:field> - <bcf:field fieldtype="list" datatype="name" label="true">shorteditor</bcf:field> - <bcf:field fieldtype="list" datatype="name" skip_output="true">sortname</bcf:field> - <bcf:field fieldtype="field" datatype="key">authortype</bcf:field> - <bcf:field fieldtype="field" datatype="key">editoratype</bcf:field> - <bcf:field fieldtype="field" datatype="key">editorbtype</bcf:field> - <bcf:field fieldtype="field" datatype="key">editorctype</bcf:field> - <bcf:field fieldtype="field" datatype="key">editortype</bcf:field> - <bcf:field fieldtype="field" datatype="key">bookpagination</bcf:field> - <bcf:field fieldtype="field" datatype="key">nameatype</bcf:field> - <bcf:field fieldtype="field" datatype="key">namebtype</bcf:field> - <bcf:field fieldtype="field" datatype="key">namectype</bcf:field> - <bcf:field fieldtype="field" datatype="key">pagination</bcf:field> - <bcf:field fieldtype="field" datatype="key">pubstate</bcf:field> - <bcf:field fieldtype="field" datatype="key">type</bcf:field> - <bcf:field fieldtype="list" datatype="key">language</bcf:field> - <bcf:field fieldtype="list" datatype="key">origlanguage</bcf:field> - <bcf:field fieldtype="field" datatype="entrykey">crossref</bcf:field> - <bcf:field fieldtype="field" datatype="entrykey">xref</bcf:field> - <bcf:field fieldtype="field" datatype="date" skip_output="true">date</bcf:field> - <bcf:field fieldtype="field" datatype="datepart" nullok="true">endyear</bcf:field> - <bcf:field fieldtype="field" datatype="datepart" nullok="true">year</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">month</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">day</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">hour</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">minute</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">second</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">timezone</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">yeardivision</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">endmonth</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">endday</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">endhour</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">endminute</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">endsecond</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">endtimezone</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">endyeardivision</bcf:field> - <bcf:field fieldtype="field" datatype="date" skip_output="true">eventdate</bcf:field> - <bcf:field fieldtype="field" datatype="datepart" nullok="true">eventendyear</bcf:field> - <bcf:field fieldtype="field" datatype="datepart" nullok="true">eventyear</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">eventmonth</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">eventday</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">eventhour</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">eventminute</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">eventsecond</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">eventtimezone</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">eventyeardivision</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">eventendmonth</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">eventendday</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">eventendhour</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">eventendminute</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">eventendsecond</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">eventendtimezone</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">eventendyeardivision</bcf:field> - <bcf:field fieldtype="field" datatype="date" skip_output="true">origdate</bcf:field> - <bcf:field fieldtype="field" datatype="datepart" nullok="true">origendyear</bcf:field> - <bcf:field fieldtype="field" datatype="datepart" nullok="true">origyear</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">origmonth</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">origday</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">orighour</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">origminute</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">origsecond</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">origtimezone</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">origyeardivision</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">origendmonth</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">origendday</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">origendhour</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">origendminute</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">origendsecond</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">origendtimezone</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">origendyeardivision</bcf:field> - <bcf:field fieldtype="field" datatype="date" skip_output="true">urldate</bcf:field> - <bcf:field fieldtype="field" datatype="datepart" nullok="true">urlendyear</bcf:field> - <bcf:field fieldtype="field" datatype="datepart" nullok="true">urlyear</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">urlmonth</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">urlday</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">urlhour</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">urlminute</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">urlsecond</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">urltimezone</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">urlyeardivision</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">urlendmonth</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">urlendday</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">urlendhour</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">urlendminute</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">urlendsecond</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">urlendtimezone</bcf:field> - <bcf:field fieldtype="field" datatype="datepart">urlendyeardivision</bcf:field> - <bcf:field fieldtype="field" datatype="verbatim">doi</bcf:field> - <bcf:field fieldtype="field" datatype="verbatim">eprint</bcf:field> - <bcf:field fieldtype="field" datatype="verbatim">file</bcf:field> - <bcf:field fieldtype="field" datatype="verbatim">verba</bcf:field> - <bcf:field fieldtype="field" datatype="verbatim">verbb</bcf:field> - <bcf:field fieldtype="field" datatype="verbatim">verbc</bcf:field> - <bcf:field fieldtype="field" datatype="uri">url</bcf:field> - <bcf:field fieldtype="field" format="xsv" datatype="entrykey" skip_output="true">xdata</bcf:field> - <bcf:field fieldtype="field" format="xsv" datatype="entrykey" skip_output="true">ids</bcf:field> - <bcf:field fieldtype="field" format="xsv" datatype="entrykey" skip_output="true">entryset</bcf:field> - <bcf:field fieldtype="field" format="xsv" datatype="entrykey">related</bcf:field> - <bcf:field fieldtype="field" format="xsv" datatype="keyword">keywords</bcf:field> - <bcf:field fieldtype="field" format="xsv" datatype="option" skip_output="true">options</bcf:field> - <bcf:field fieldtype="field" format="xsv" datatype="option" skip_output="true">relatedoptions</bcf:field> - <bcf:field fieldtype="field" datatype="range">pages</bcf:field> - <bcf:field fieldtype="field" datatype="code">execute</bcf:field> - </bcf:fields> - <bcf:entryfields> - <bcf:field>abstract</bcf:field> - <bcf:field>annotation</bcf:field> - <bcf:field>authortype</bcf:field> - <bcf:field>bookpagination</bcf:field> - <bcf:field>crossref</bcf:field> - <bcf:field>day</bcf:field> - <bcf:field>doi</bcf:field> - <bcf:field>eprint</bcf:field> - <bcf:field>eprintclass</bcf:field> - <bcf:field>eprinttype</bcf:field> - <bcf:field>endday</bcf:field> - <bcf:field>endhour</bcf:field> - <bcf:field>endminute</bcf:field> - <bcf:field>endmonth</bcf:field> - <bcf:field>endsecond</bcf:field> - <bcf:field>endtimezone</bcf:field> - <bcf:field>endyear</bcf:field> - <bcf:field>endyeardivision</bcf:field> - <bcf:field>entryset</bcf:field> - <bcf:field>entrysubtype</bcf:field> - <bcf:field>execute</bcf:field> - <bcf:field>file</bcf:field> - <bcf:field>gender</bcf:field> - <bcf:field>hour</bcf:field> - <bcf:field>ids</bcf:field> - <bcf:field>indextitle</bcf:field> - <bcf:field>indexsorttitle</bcf:field> - <bcf:field>isan</bcf:field> - <bcf:field>ismn</bcf:field> - <bcf:field>iswc</bcf:field> - <bcf:field>keywords</bcf:field> - <bcf:field>label</bcf:field> - <bcf:field>langid</bcf:field> - <bcf:field>langidopts</bcf:field> - <bcf:field>library</bcf:field> - <bcf:field>lista</bcf:field> - <bcf:field>listb</bcf:field> - <bcf:field>listc</bcf:field> - <bcf:field>listd</bcf:field> - <bcf:field>liste</bcf:field> - <bcf:field>listf</bcf:field> - <bcf:field>minute</bcf:field> - <bcf:field>month</bcf:field> - <bcf:field>namea</bcf:field> - <bcf:field>nameb</bcf:field> - <bcf:field>namec</bcf:field> - <bcf:field>nameatype</bcf:field> - <bcf:field>namebtype</bcf:field> - <bcf:field>namectype</bcf:field> - <bcf:field>nameaddon</bcf:field> - <bcf:field>options</bcf:field> - <bcf:field>origday</bcf:field> - <bcf:field>origendday</bcf:field> - <bcf:field>origendhour</bcf:field> - <bcf:field>origendminute</bcf:field> - <bcf:field>origendmonth</bcf:field> - <bcf:field>origendsecond</bcf:field> - <bcf:field>origendtimezone</bcf:field> - <bcf:field>origendyear</bcf:field> - <bcf:field>origendyeardivision</bcf:field> - <bcf:field>orighour</bcf:field> - <bcf:field>origminute</bcf:field> - <bcf:field>origmonth</bcf:field> - <bcf:field>origsecond</bcf:field> - <bcf:field>origtimezone</bcf:field> - <bcf:field>origyear</bcf:field> - <bcf:field>origyeardivision</bcf:field> - <bcf:field>origlocation</bcf:field> - <bcf:field>origpublisher</bcf:field> - <bcf:field>origtitle</bcf:field> - <bcf:field>pagination</bcf:field> - <bcf:field>presort</bcf:field> - <bcf:field>related</bcf:field> - <bcf:field>relatedoptions</bcf:field> - <bcf:field>relatedstring</bcf:field> - <bcf:field>relatedtype</bcf:field> - <bcf:field>second</bcf:field> - <bcf:field>shortauthor</bcf:field> - <bcf:field>shorteditor</bcf:field> - <bcf:field>shorthand</bcf:field> - <bcf:field>shorthandintro</bcf:field> - <bcf:field>shortjournal</bcf:field> - <bcf:field>shortseries</bcf:field> - <bcf:field>shorttitle</bcf:field> - <bcf:field>sortkey</bcf:field> - <bcf:field>sortname</bcf:field> - <bcf:field>sortshorthand</bcf:field> - <bcf:field>sorttitle</bcf:field> - <bcf:field>sortyear</bcf:field> - <bcf:field>timezone</bcf:field> - <bcf:field>url</bcf:field> - <bcf:field>urlday</bcf:field> - <bcf:field>urlendday</bcf:field> - <bcf:field>urlendhour</bcf:field> - <bcf:field>urlendminute</bcf:field> - <bcf:field>urlendmonth</bcf:field> - <bcf:field>urlendsecond</bcf:field> - <bcf:field>urlendtimezone</bcf:field> - <bcf:field>urlendyear</bcf:field> - <bcf:field>urlhour</bcf:field> - <bcf:field>urlminute</bcf:field> - <bcf:field>urlmonth</bcf:field> - <bcf:field>urlsecond</bcf:field> - <bcf:field>urltimezone</bcf:field> - <bcf:field>urlyear</bcf:field> - <bcf:field>usera</bcf:field> - <bcf:field>userb</bcf:field> - <bcf:field>userc</bcf:field> - <bcf:field>userd</bcf:field> - <bcf:field>usere</bcf:field> - <bcf:field>userf</bcf:field> - <bcf:field>verba</bcf:field> - <bcf:field>verbb</bcf:field> - <bcf:field>verbc</bcf:field> - <bcf:field>xdata</bcf:field> - <bcf:field>xref</bcf:field> - <bcf:field>year</bcf:field> - <bcf:field>yeardivision</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>set</bcf:entrytype> - <bcf:field>entryset</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>article</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>annotator</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>commentator</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editora</bcf:field> - <bcf:field>editorb</bcf:field> - <bcf:field>editorc</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>editoratype</bcf:field> - <bcf:field>editorbtype</bcf:field> - <bcf:field>editorctype</bcf:field> - <bcf:field>eid</bcf:field> - <bcf:field>issn</bcf:field> - <bcf:field>issue</bcf:field> - <bcf:field>issuetitle</bcf:field> - <bcf:field>issuesubtitle</bcf:field> - <bcf:field>issuetitleaddon</bcf:field> - <bcf:field>journalsubtitle</bcf:field> - <bcf:field>journaltitle</bcf:field> - <bcf:field>journaltitleaddon</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>origlanguage</bcf:field> - <bcf:field>pages</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>series</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>translator</bcf:field> - <bcf:field>version</bcf:field> - <bcf:field>volume</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>bibnote</bcf:entrytype> - <bcf:field>note</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>book</bcf:entrytype> - <bcf:field>author</bcf:field> - <bcf:field>addendum</bcf:field> - <bcf:field>afterword</bcf:field> - <bcf:field>annotator</bcf:field> - <bcf:field>chapter</bcf:field> - <bcf:field>commentator</bcf:field> - <bcf:field>edition</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editora</bcf:field> - <bcf:field>editorb</bcf:field> - <bcf:field>editorc</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>editoratype</bcf:field> - <bcf:field>editorbtype</bcf:field> - <bcf:field>editorctype</bcf:field> - <bcf:field>eid</bcf:field> - <bcf:field>foreword</bcf:field> - <bcf:field>introduction</bcf:field> - <bcf:field>isbn</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>maintitle</bcf:field> - <bcf:field>maintitleaddon</bcf:field> - <bcf:field>mainsubtitle</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>origlanguage</bcf:field> - <bcf:field>pages</bcf:field> - <bcf:field>pagetotal</bcf:field> - <bcf:field>part</bcf:field> - <bcf:field>publisher</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>series</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>translator</bcf:field> - <bcf:field>volume</bcf:field> - <bcf:field>volumes</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>mvbook</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>afterword</bcf:field> - <bcf:field>annotator</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>commentator</bcf:field> - <bcf:field>edition</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editora</bcf:field> - <bcf:field>editorb</bcf:field> - <bcf:field>editorc</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>editoratype</bcf:field> - <bcf:field>editorbtype</bcf:field> - <bcf:field>editorctype</bcf:field> - <bcf:field>foreword</bcf:field> - <bcf:field>introduction</bcf:field> - <bcf:field>isbn</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>origlanguage</bcf:field> - <bcf:field>pagetotal</bcf:field> - <bcf:field>publisher</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>series</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>translator</bcf:field> - <bcf:field>volume</bcf:field> - <bcf:field>volumes</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>inbook</bcf:entrytype> - <bcf:entrytype>bookinbook</bcf:entrytype> - <bcf:entrytype>suppbook</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>afterword</bcf:field> - <bcf:field>annotator</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>booktitle</bcf:field> - <bcf:field>bookauthor</bcf:field> - <bcf:field>booksubtitle</bcf:field> - <bcf:field>booktitleaddon</bcf:field> - <bcf:field>chapter</bcf:field> - <bcf:field>commentator</bcf:field> - <bcf:field>edition</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editora</bcf:field> - <bcf:field>editorb</bcf:field> - <bcf:field>editorc</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>editoratype</bcf:field> - <bcf:field>editorbtype</bcf:field> - <bcf:field>editorctype</bcf:field> - <bcf:field>eid</bcf:field> - <bcf:field>foreword</bcf:field> - <bcf:field>introduction</bcf:field> - <bcf:field>isbn</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>mainsubtitle</bcf:field> - <bcf:field>maintitle</bcf:field> - <bcf:field>maintitleaddon</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>origlanguage</bcf:field> - <bcf:field>part</bcf:field> - <bcf:field>publisher</bcf:field> - <bcf:field>pages</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>series</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>translator</bcf:field> - <bcf:field>volume</bcf:field> - <bcf:field>volumes</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>booklet</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>chapter</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>eid</bcf:field> - <bcf:field>howpublished</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>pages</bcf:field> - <bcf:field>pagetotal</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>type</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>collection</bcf:entrytype> - <bcf:entrytype>reference</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>afterword</bcf:field> - <bcf:field>annotator</bcf:field> - <bcf:field>chapter</bcf:field> - <bcf:field>commentator</bcf:field> - <bcf:field>edition</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editora</bcf:field> - <bcf:field>editorb</bcf:field> - <bcf:field>editorc</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>editoratype</bcf:field> - <bcf:field>editorbtype</bcf:field> - <bcf:field>editorctype</bcf:field> - <bcf:field>eid</bcf:field> - <bcf:field>foreword</bcf:field> - <bcf:field>introduction</bcf:field> - <bcf:field>isbn</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>mainsubtitle</bcf:field> - <bcf:field>maintitle</bcf:field> - <bcf:field>maintitleaddon</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>origlanguage</bcf:field> - <bcf:field>pages</bcf:field> - <bcf:field>pagetotal</bcf:field> - <bcf:field>part</bcf:field> - <bcf:field>publisher</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>series</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>translator</bcf:field> - <bcf:field>volume</bcf:field> - <bcf:field>volumes</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>mvcollection</bcf:entrytype> - <bcf:entrytype>mvreference</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>afterword</bcf:field> - <bcf:field>annotator</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>commentator</bcf:field> - <bcf:field>edition</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editora</bcf:field> - <bcf:field>editorb</bcf:field> - <bcf:field>editorc</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>editoratype</bcf:field> - <bcf:field>editorbtype</bcf:field> - <bcf:field>editorctype</bcf:field> - <bcf:field>foreword</bcf:field> - <bcf:field>introduction</bcf:field> - <bcf:field>isbn</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>origlanguage</bcf:field> - <bcf:field>publisher</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>translator</bcf:field> - <bcf:field>volume</bcf:field> - <bcf:field>volumes</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>incollection</bcf:entrytype> - <bcf:entrytype>suppcollection</bcf:entrytype> - <bcf:entrytype>inreference</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>afterword</bcf:field> - <bcf:field>annotator</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>booksubtitle</bcf:field> - <bcf:field>booktitle</bcf:field> - <bcf:field>booktitleaddon</bcf:field> - <bcf:field>chapter</bcf:field> - <bcf:field>commentator</bcf:field> - <bcf:field>edition</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editora</bcf:field> - <bcf:field>editorb</bcf:field> - <bcf:field>editorc</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>editoratype</bcf:field> - <bcf:field>editorbtype</bcf:field> - <bcf:field>editorctype</bcf:field> - <bcf:field>eid</bcf:field> - <bcf:field>foreword</bcf:field> - <bcf:field>introduction</bcf:field> - <bcf:field>isbn</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>mainsubtitle</bcf:field> - <bcf:field>maintitle</bcf:field> - <bcf:field>maintitleaddon</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>origlanguage</bcf:field> - <bcf:field>pages</bcf:field> - <bcf:field>part</bcf:field> - <bcf:field>publisher</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>series</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>translator</bcf:field> - <bcf:field>volume</bcf:field> - <bcf:field>volumes</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>dataset</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>edition</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>organization</bcf:field> - <bcf:field>publisher</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>series</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>type</bcf:field> - <bcf:field>version</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>manual</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>chapter</bcf:field> - <bcf:field>edition</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>eid</bcf:field> - <bcf:field>isbn</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>organization</bcf:field> - <bcf:field>pages</bcf:field> - <bcf:field>pagetotal</bcf:field> - <bcf:field>publisher</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>series</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>type</bcf:field> - <bcf:field>version</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>misc</bcf:entrytype> - <bcf:entrytype>software</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>howpublished</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>organization</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>type</bcf:field> - <bcf:field>version</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>online</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>organization</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>version</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>patent</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>holder</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>type</bcf:field> - <bcf:field>version</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>periodical</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editora</bcf:field> - <bcf:field>editorb</bcf:field> - <bcf:field>editorc</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>editoratype</bcf:field> - <bcf:field>editorbtype</bcf:field> - <bcf:field>editorctype</bcf:field> - <bcf:field>issn</bcf:field> - <bcf:field>issue</bcf:field> - <bcf:field>issuesubtitle</bcf:field> - <bcf:field>issuetitle</bcf:field> - <bcf:field>issuetitleaddon</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>series</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>volume</bcf:field> - <bcf:field>yeardivision</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>mvproceedings</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>eventday</bcf:field> - <bcf:field>eventendday</bcf:field> - <bcf:field>eventendhour</bcf:field> - <bcf:field>eventendminute</bcf:field> - <bcf:field>eventendmonth</bcf:field> - <bcf:field>eventendsecond</bcf:field> - <bcf:field>eventendtimezone</bcf:field> - <bcf:field>eventendyear</bcf:field> - <bcf:field>eventendyeardivision</bcf:field> - <bcf:field>eventhour</bcf:field> - <bcf:field>eventminute</bcf:field> - <bcf:field>eventmonth</bcf:field> - <bcf:field>eventsecond</bcf:field> - <bcf:field>eventtimezone</bcf:field> - <bcf:field>eventyear</bcf:field> - <bcf:field>eventyeardivision</bcf:field> - <bcf:field>eventtitle</bcf:field> - <bcf:field>eventtitleaddon</bcf:field> - <bcf:field>isbn</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>organization</bcf:field> - <bcf:field>pagetotal</bcf:field> - <bcf:field>publisher</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>series</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>venue</bcf:field> - <bcf:field>volumes</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>proceedings</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>chapter</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>eid</bcf:field> - <bcf:field>eventday</bcf:field> - <bcf:field>eventendday</bcf:field> - <bcf:field>eventendhour</bcf:field> - <bcf:field>eventendminute</bcf:field> - <bcf:field>eventendmonth</bcf:field> - <bcf:field>eventendsecond</bcf:field> - <bcf:field>eventendtimezone</bcf:field> - <bcf:field>eventendyear</bcf:field> - <bcf:field>eventendyeardivision</bcf:field> - <bcf:field>eventhour</bcf:field> - <bcf:field>eventminute</bcf:field> - <bcf:field>eventmonth</bcf:field> - <bcf:field>eventsecond</bcf:field> - <bcf:field>eventtimezone</bcf:field> - <bcf:field>eventyear</bcf:field> - <bcf:field>eventyeardivision</bcf:field> - <bcf:field>eventtitle</bcf:field> - <bcf:field>eventtitleaddon</bcf:field> - <bcf:field>isbn</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>mainsubtitle</bcf:field> - <bcf:field>maintitle</bcf:field> - <bcf:field>maintitleaddon</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>organization</bcf:field> - <bcf:field>pages</bcf:field> - <bcf:field>pagetotal</bcf:field> - <bcf:field>part</bcf:field> - <bcf:field>publisher</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>series</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>venue</bcf:field> - <bcf:field>volume</bcf:field> - <bcf:field>volumes</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>inproceedings</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>booksubtitle</bcf:field> - <bcf:field>booktitle</bcf:field> - <bcf:field>booktitleaddon</bcf:field> - <bcf:field>chapter</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editortype</bcf:field> - <bcf:field>eid</bcf:field> - <bcf:field>eventday</bcf:field> - <bcf:field>eventendday</bcf:field> - <bcf:field>eventendhour</bcf:field> - <bcf:field>eventendminute</bcf:field> - <bcf:field>eventendmonth</bcf:field> - <bcf:field>eventendsecond</bcf:field> - <bcf:field>eventendtimezone</bcf:field> - <bcf:field>eventendyear</bcf:field> - <bcf:field>eventendyeardivision</bcf:field> - <bcf:field>eventhour</bcf:field> - <bcf:field>eventminute</bcf:field> - <bcf:field>eventmonth</bcf:field> - <bcf:field>eventsecond</bcf:field> - <bcf:field>eventtimezone</bcf:field> - <bcf:field>eventyear</bcf:field> - <bcf:field>eventyeardivision</bcf:field> - <bcf:field>eventtitle</bcf:field> - <bcf:field>eventtitleaddon</bcf:field> - <bcf:field>isbn</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>mainsubtitle</bcf:field> - <bcf:field>maintitle</bcf:field> - <bcf:field>maintitleaddon</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>organization</bcf:field> - <bcf:field>pages</bcf:field> - <bcf:field>part</bcf:field> - <bcf:field>publisher</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>series</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>venue</bcf:field> - <bcf:field>volume</bcf:field> - <bcf:field>volumes</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>report</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>chapter</bcf:field> - <bcf:field>eid</bcf:field> - <bcf:field>institution</bcf:field> - <bcf:field>isrn</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>number</bcf:field> - <bcf:field>pages</bcf:field> - <bcf:field>pagetotal</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>type</bcf:field> - <bcf:field>version</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>thesis</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>chapter</bcf:field> - <bcf:field>eid</bcf:field> - <bcf:field>institution</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>pages</bcf:field> - <bcf:field>pagetotal</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>type</bcf:field> - </bcf:entryfields> - <bcf:entryfields> - <bcf:entrytype>unpublished</bcf:entrytype> - <bcf:field>addendum</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>eventday</bcf:field> - <bcf:field>eventendday</bcf:field> - <bcf:field>eventendhour</bcf:field> - <bcf:field>eventendminute</bcf:field> - <bcf:field>eventendmonth</bcf:field> - <bcf:field>eventendsecond</bcf:field> - <bcf:field>eventendtimezone</bcf:field> - <bcf:field>eventendyear</bcf:field> - <bcf:field>eventendyeardivision</bcf:field> - <bcf:field>eventhour</bcf:field> - <bcf:field>eventminute</bcf:field> - <bcf:field>eventmonth</bcf:field> - <bcf:field>eventsecond</bcf:field> - <bcf:field>eventtimezone</bcf:field> - <bcf:field>eventyear</bcf:field> - <bcf:field>eventyeardivision</bcf:field> - <bcf:field>eventtitle</bcf:field> - <bcf:field>eventtitleaddon</bcf:field> - <bcf:field>howpublished</bcf:field> - <bcf:field>language</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>pubstate</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>type</bcf:field> - <bcf:field>venue</bcf:field> - </bcf:entryfields> - <bcf:multiscriptfields> - <bcf:field>abstract</bcf:field> - <bcf:field>addendum</bcf:field> - <bcf:field>afterword</bcf:field> - <bcf:field>annotator</bcf:field> - <bcf:field>author</bcf:field> - <bcf:field>bookauthor</bcf:field> - <bcf:field>booksubtitle</bcf:field> - <bcf:field>booktitle</bcf:field> - <bcf:field>booktitleaddon</bcf:field> - <bcf:field>chapter</bcf:field> - <bcf:field>commentator</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>editora</bcf:field> - <bcf:field>editorb</bcf:field> - <bcf:field>editorc</bcf:field> - <bcf:field>foreword</bcf:field> - <bcf:field>holder</bcf:field> - <bcf:field>institution</bcf:field> - <bcf:field>introduction</bcf:field> - <bcf:field>issuesubtitle</bcf:field> - <bcf:field>issuetitle</bcf:field> - <bcf:field>issuetitleaddon</bcf:field> - <bcf:field>journalsubtitle</bcf:field> - <bcf:field>journaltitle</bcf:field> - <bcf:field>journaltitleaddon</bcf:field> - <bcf:field>location</bcf:field> - <bcf:field>mainsubtitle</bcf:field> - <bcf:field>maintitle</bcf:field> - <bcf:field>maintitleaddon</bcf:field> - <bcf:field>nameaddon</bcf:field> - <bcf:field>note</bcf:field> - <bcf:field>organization</bcf:field> - <bcf:field>origlanguage</bcf:field> - <bcf:field>origlocation</bcf:field> - <bcf:field>origpublisher</bcf:field> - <bcf:field>origtitle</bcf:field> - <bcf:field>part</bcf:field> - <bcf:field>publisher</bcf:field> - <bcf:field>relatedstring</bcf:field> - <bcf:field>series</bcf:field> - <bcf:field>shortauthor</bcf:field> - <bcf:field>shorteditor</bcf:field> - <bcf:field>shorthand</bcf:field> - <bcf:field>shortjournal</bcf:field> - <bcf:field>shortseries</bcf:field> - <bcf:field>shorttitle</bcf:field> - <bcf:field>sortname</bcf:field> - <bcf:field>sortshorthand</bcf:field> - <bcf:field>sorttitle</bcf:field> - <bcf:field>subtitle</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>titleaddon</bcf:field> - <bcf:field>translator</bcf:field> - <bcf:field>venue</bcf:field> - </bcf:multiscriptfields> - <bcf:constraints> - <bcf:entrytype>article</bcf:entrytype> - <bcf:entrytype>book</bcf:entrytype> - <bcf:entrytype>inbook</bcf:entrytype> - <bcf:entrytype>bookinbook</bcf:entrytype> - <bcf:entrytype>suppbook</bcf:entrytype> - <bcf:entrytype>booklet</bcf:entrytype> - <bcf:entrytype>collection</bcf:entrytype> - <bcf:entrytype>incollection</bcf:entrytype> - <bcf:entrytype>suppcollection</bcf:entrytype> - <bcf:entrytype>manual</bcf:entrytype> - <bcf:entrytype>misc</bcf:entrytype> - <bcf:entrytype>mvbook</bcf:entrytype> - <bcf:entrytype>mvcollection</bcf:entrytype> - <bcf:entrytype>online</bcf:entrytype> - <bcf:entrytype>patent</bcf:entrytype> - <bcf:entrytype>periodical</bcf:entrytype> - <bcf:entrytype>suppperiodical</bcf:entrytype> - <bcf:entrytype>proceedings</bcf:entrytype> - <bcf:entrytype>inproceedings</bcf:entrytype> - <bcf:entrytype>reference</bcf:entrytype> - <bcf:entrytype>inreference</bcf:entrytype> - <bcf:entrytype>report</bcf:entrytype> - <bcf:entrytype>set</bcf:entrytype> - <bcf:entrytype>thesis</bcf:entrytype> - <bcf:entrytype>unpublished</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:fieldxor> - <bcf:field>date</bcf:field> - <bcf:field>year</bcf:field> - </bcf:fieldxor> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>set</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>entryset</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>article</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>author</bcf:field> - <bcf:field>journaltitle</bcf:field> - <bcf:field>title</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>book</bcf:entrytype> - <bcf:entrytype>mvbook</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>author</bcf:field> - <bcf:field>title</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>inbook</bcf:entrytype> - <bcf:entrytype>bookinbook</bcf:entrytype> - <bcf:entrytype>suppbook</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>author</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>booktitle</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>booklet</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:fieldor> - <bcf:field>author</bcf:field> - <bcf:field>editor</bcf:field> - </bcf:fieldor> - <bcf:field>title</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>collection</bcf:entrytype> - <bcf:entrytype>reference</bcf:entrytype> - <bcf:entrytype>mvcollection</bcf:entrytype> - <bcf:entrytype>mvreference</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>editor</bcf:field> - <bcf:field>title</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>incollection</bcf:entrytype> - <bcf:entrytype>suppcollection</bcf:entrytype> - <bcf:entrytype>inreference</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>author</bcf:field> - <bcf:field>editor</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>booktitle</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>dataset</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>title</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>manual</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>title</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>misc</bcf:entrytype> - <bcf:entrytype>software</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>title</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>online</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>title</bcf:field> - <bcf:fieldor> - <bcf:field>url</bcf:field> - <bcf:field>doi</bcf:field> - <bcf:field>eprint</bcf:field> - </bcf:fieldor> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>patent</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>author</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>number</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>periodical</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>editor</bcf:field> - <bcf:field>title</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>proceedings</bcf:entrytype> - <bcf:entrytype>mvproceedings</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>title</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>inproceedings</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>author</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>booktitle</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>report</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>author</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>type</bcf:field> - <bcf:field>institution</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>thesis</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>author</bcf:field> - <bcf:field>title</bcf:field> - <bcf:field>type</bcf:field> - <bcf:field>institution</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:entrytype>unpublished</bcf:entrytype> - <bcf:constraint type="mandatory"> - <bcf:field>author</bcf:field> - <bcf:field>title</bcf:field> - </bcf:constraint> - </bcf:constraints> - <bcf:constraints> - <bcf:constraint type="data" datatype="isbn"> - <bcf:field>isbn</bcf:field> - </bcf:constraint> - <bcf:constraint type="data" datatype="issn"> - <bcf:field>issn</bcf:field> - </bcf:constraint> - <bcf:constraint type="data" datatype="ismn"> - <bcf:field>ismn</bcf:field> - </bcf:constraint> - <bcf:constraint type="data" datatype="pattern" pattern="(?:sf|sm|sn|pf|pm|pn|pp)"> - <bcf:field>gender</bcf:field> - </bcf:constraint> - </bcf:constraints> - </bcf:datamodel> - <!-- CITATION DATA --> - <!-- SECTION 0 --> - <bcf:bibdata section="0"> - <bcf:datasource type="file" datatype="bibtex" glob="false">uni.bib</bcf:datasource> - </bcf:bibdata> - <bcf:section number="0"> - <bcf:citekey order="1" intorder="1">andriushchenko2023sgd</bcf:citekey> - <bcf:citekey order="2" intorder="1">andriushchenko2023sgd</bcf:citekey> - <bcf:citekey order="3" intorder="1">andriushchenko2023sgd</bcf:citekey> - </bcf:section> - <!-- SORTING TEMPLATES --> - <bcf:sortingtemplate name="none"> - <bcf:sort order="1"> - <bcf:sortitem order="1">citeorder</bcf:sortitem> - </bcf:sort> - <bcf:sort order="2"> - <bcf:sortitem order="1">intciteorder</bcf:sortitem> - </bcf:sort> - </bcf:sortingtemplate> - <!-- DATALISTS --> - <bcf:datalist section="0" - name="none/global//global/global" - type="entry" - sortingtemplatename="none" - sortingnamekeytemplatename="global" - labelprefix="" - uniquenametemplatename="global" - labelalphanametemplatename="global"> - </bcf:datalist> -</bcf:controlfile> diff --git a/opt_sem/pres/build/pres1.blg b/opt_sem/pres/build/pres1.blg @@ -1,15 +0,0 @@ -[0] Config.pm:307> INFO - This is Biber 2.19 -[0] Config.pm:310> INFO - Logfile is 'build/pres1.blg' -[86] biber:340> INFO - === Mon Oct 30, 2023, 09:21:06 -[101] Biber.pm:419> INFO - Reading 'build/pres1.bcf' -[170] Biber.pm:979> INFO - Found 1 citekeys in bib section 0 -[188] Biber.pm:4419> INFO - Processing section 0 -[198] Biber.pm:4610> INFO - Looking for bibtex file 'uni.bib' for section 0 -[198] bibtex.pm:1713> INFO - LaTeX decoding ... -[200] bibtex.pm:1519> INFO - Found BibTeX data source 'uni.bib' -[240] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'normalization = NFD' with 'normalization = prenormalized' -[240] UCollate.pm:68> INFO - Overriding locale 'en-US' defaults 'variable = shifted' with 'variable = non-ignorable' -[240] Biber.pm:4239> INFO - Sorting list 'none/global//global/global' of type 'entry' with template 'none' and locale 'en-US' -[240] Biber.pm:4245> INFO - No sort tailoring available for locale 'en-US' -[241] bbl.pm:660> INFO - Writing 'build/pres1.bbl' with encoding 'UTF-8' -[242] bbl.pm:763> INFO - Output to build/pres1.bbl diff --git a/opt_sem/pres/build/pres1.fdb_latexmk b/opt_sem/pres/build/pres1.fdb_latexmk @@ -1,305 +0,0 @@ -# Fdb version 4 -["biber build/pres1"] 1698657665 "build/pres1.bcf" "build/pres1.bbl" "build/pres1" 1698747312 0 - "./uni.bib" 1698653418 301 a730727ca96596cb9bb95b781593e028 "" - "build/pres1.bcf" 1698747311 107118 226ad67bdc77ee07a51f221f54186930 "pdflatex" - (generated) - "build/pres1.bbl" - "build/pres1.blg" - (rewritten before read) -["pdflatex"] 1698747310 "pres1.tex" "build/pres1.pdf" "pres1" 1698747312 0 - 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year={2014}, + publisher={Cambridge University Press} +} + +@misc{li2018stochastic, + title={Stochastic Modified Equations and Dynamics of Stochastic Gradient Algorithms I: Mathematical Foundations}, + author={Qianxiao Li and Cheng Tai and Weinan E}, + year={2018}, + eprint={1811.01558}, + archivePrefix={arXiv}, + primaryClass={cs.LG} +} + +@misc{pillaudvivien2022label, + title={Label noise (stochastic) gradient descent implicitly solves the Lasso for quadratic parametrisation}, + author={Loucas Pillaud-Vivien and Julien Reygner and Nicolas Flammarion}, + year={2022}, + eprint={2206.09841}, + archivePrefix={arXiv}, + primaryClass={stat.ML} +} diff --git a/opt_sem/pres/pics/densen_tiny_loss.png b/opt_sem/pres/pics/densen_tiny_loss.png Binary files differ. diff --git a/opt_sem/pres/pics/densen_tiny_setup.png b/opt_sem/pres/pics/densen_tiny_setup.png Binary files differ. diff --git a/opt_sem/pres/pics/densen_tiny_sparsity.png b/opt_sem/pres/pics/densen_tiny_sparsity.png Binary files 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-0,0 +1,49 @@ +# Plan for the presentation + +## Introduction + * Setup + * Method + * main focus -> learning rate + * conjecture -> large step size learns sparse features & generalizes + better + * but to do this we need to dive deeper in to the dynamics of an SGD + iteration + * SGD is GD with specific label noise + +## Loss stabilization for quadratic loss + * Setup + * Iterates + * Proposition for Loss staiblization + * Proof + * Explanation + + +## SGD Dynamics + * Stochastic differential equations + * what does it mean for sgd + * Utilization for loss stabilizaion + * measurement of sparse feature learning + * feature sparsity coefficient + + +## Diagonal Networks + * Setup + * Measuring + * Results + + +# SGD and GD have different implicit biases + + +## ReLU Networks + * Setup + * Measuring + * Results + +## Outlook to more comlex cases + * Setup + * Datasets + * Warmup step size + * Results + +* Thats it diff --git a/opt_sem/pres/pres.tex b/opt_sem/pres/pres.tex @@ -0,0 +1,549 @@ +\documentclass[fleqn]{beamer} +\beamertemplatenavigationsymbolsempty + +\usepackage[T1]{fontenc} +\usepackage[utf8]{inputenc} + +\usepackage{amsmath,amssymb} +\usepackage{graphicx} +\usepackage{mathptmx} +\usepackage{subcaption} +\usepackage{amsthm} +\usepackage{tikz} +%\usepackage[colorlinks=true,naturalnames=true,plainpages=false,pdfpagelabels=true]{hyperref} +\usetikzlibrary{patterns,decorations.pathmorphing,positioning, arrows, chains} + +\usepackage[backend=biber, sorting=none]{biblatex} +\addbibresource{cite.bib} + +\setbeamertemplate{endpage}{% + \begin{frame} + \centering + \Large \emph{Thank You!} + \end{frame} +} + +\AtEndDocument{\usebeamertemplate{endpage}} + +% vertical separator macro +\newcommand{\vsep}{ + \column{0.0\textwidth} + \begin{tikzpicture} + \draw[very thick,black!10] (0,0) -- (0,7.3); + \end{tikzpicture} +} +\setlength{\mathindent}{0pt} + +% Beamer theme +\usetheme{UniVienna} +\usefonttheme[onlysmall]{structurebold} +\mode<presentation> +\setbeamercovered{transparent=10} + +\title +{SGD with Large Step Sizes Learns Sparse Features} +\subtitle{Seminar Optimization} +\author[Popović Milutin] +{Popović Milutin\newline\newline Supervisor: Radu Ioan Bot} +\date{23. January 2024} + +\begin{document} + \begin{frame} + \maketitle + \end{frame} + + \begin{frame}{Introduction SGD} + Given: + \begin{itemize} + \item input/output samples $(x_i, y_i)_{i=1}^{n} \in + \mathbb{R}^{d} \times \mathbb{R}$ + \item Prediction functions + $\mathcal{H} = \{x \mapsto h_{\theta}(x)\; | \; \theta \in + \mathbb{R}^{p}\}$ + \item setting $p \gg n$ + \end{itemize} + Minimize the loss loss + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + \mathcal{L}(\theta) := \frac{1}{2n} \sum_{i=1}^{n} \left( + h_\theta(x_i) - y_i \right)^{2}, + \end{align*} + \end{minipage} + \end{center} + \begin{itemize} + \item using Stochastic Gradient Descend (SGD). + \end{itemize} + \end{frame} + + \begin{frame}{Introduction SGD} + + \begin{itemize} + \item Insted of computing the gradient of each fucntion in the + sum \item consider $i \sim U(\{1,\ldots,n\} )$ uniformly distributed with + \item SGD recursion for learning rate $\eta > 0$, initial $\theta_0 + \in \mathbb{R}^{p}$, $\forall t \in \mathbb{N}$ + \end{itemize} + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + \theta_{t+1} = \theta_t - \eta\left(h_{\theta_t}(x_{i_t}) + - y_{i_t}\right) + \nabla_{\theta} h_{\theta_t}(x_{i_t}). + \end{align*} + \end{minipage} + \end{center} + + \end{frame} + + + \begin{frame}{GD with specific Label Noise} + \begin{itemize} + \item Define a random vector $\xi_t \in \mathbb{R}^{n}$ in each iteration + $t \ge 0$ + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + [\xi_t]_i := (h_{\theta_t}(x_i) - + y_i)(1-n\mathbf{1}_{i=i_t}) + \end{align*} + \end{minipage} + \end{center} + \vspace{0.5cm} + \item Then $(\theta_t)_{t\ge0}$ follows the full-batch gradient + dynamics on $\mathcal{L}$ + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + \theta_{t+1} = \theta_t - \frac{\eta}{n} \sum_{i=1}^{n} + \left( h_{\theta_t}(x_i) - y_i^{t} \right) + \nabla_{\theta} h_{\theta_t}(x_i), + \end{align*} + \end{minipage} + \end{center} + where $y^{t}:= y + \xi_t$. + \item Note: $\xi_t$ is mean zero r.v. + \item Note: Variance of $\xi_t$ is + $\frac{1}{n(n-1)}\mathbb{E}\|\xi_t\|^{2} = 2 + \mathcal{L}(\theta_t)$. + \end{itemize} + \end{frame} + + \begin{frame}{GD with specific Label Noise} + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + \theta_{t+1} = \theta_t - \frac{\eta}{n} \sum_{i=1}^{n} + \left( h_{\theta_t}(x_i) - y_i^{t} \right) + \nabla_{\theta} h_{\theta_t}(x_i), + \end{align*} + \end{minipage} + \end{center} + \begin{itemize} + \item The noisy part at state $\theta$ belongs to the space + spanned by $\{\nabla_\theta + h_\theta(x_1),\ldots,\nabla_\theta h_\theta(x_n)\} $ + \item During loss stabilization of large step sizes: may lead to + a constant effective scale of label noise. + \end{itemize} + \end{frame} + + \begin{frame}{Quadratic Loss Stabilization} + \begin{itemize} + \item Non-convex toy model: + \item One-dimensional data $x_i$ from distribution $\hat{\rho}$ + \item linear model outputs $y_i = x_i \theta_*^{2}$ + \item Quadratic loss $F(\theta) := + \frac{1}{4}\mathbb{E}_{\hat{\rho}}(y-x\theta^{2})^{2}$ with + SGD recursion for $\eta > 0$, $t \in \mathbb{N}$: + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + \theta_{t+1} = \theta_t + \eta \theta_t x_{i_t}(y_{i_t} - + x_{i_t}\theta^{2}_t) + \end{align*} + \end{minipage} + \end{center} + + + \end{itemize} + + \end{frame} + + \begin{frame}{Quadratic Loss Stabilization} + \begin{block}{\textbf{Porposition:} Loss Stabilizaion} + Assume $\exists x_{\text{min}}, x_{\text{max}} > 0$ s.t. + $\text{supp}(\hat{\rho}) \subset [x_\text{min}, x_\text{max}]$. + Then for any $\eta \in \left( (\theta_* x_\text{min})^{-2}, 1.25 + (\theta_*x_\text{max})^{-2}\right)$, any initial $\theta_{0} \in + (0, \theta_*)$, for all $t \in \mathbb{N}$ we have that + \textbf{almost surely} + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + F(\theta_t) \in \left(\varepsilon_0 \theta_*^{2},\; 0.17 + \theta_*^{2}\right), + \end{align*} + \end{minipage} + \end{center} + where $\varepsilon := \min + \{\frac{\eta(\theta_*x_\text{min})^{2}-1}{3},\; 0.02\}$. + \newline + And \textbf{almost surely} there exists $t, k >0$ s.t. + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + &\theta_{t+2k} \in (0.65\theta_*, (1-\varepsilon_0)\theta_*) \quad + \text{and}\\ + &\theta_{t+2k+1} \in ((1-\varepsilon_0)\theta_*, 1.162\theta_*) + \end{align*} + \end{minipage} + \end{center} + \end{block} + \end{frame} + + \begin{frame}{Quadratic Loss Stabilization} + \begin{itemize} + \item For clarity rescale $\theta_t \to \theta_t/\theta_*$ + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + \theta_{t+1} = \theta_t + \gamma\theta_t\left( + 1-\theta_t^{2} \right), + \end{align*} + \end{minipage} + \end{center} + where $\gamma \sim \hat{\rho}_{\gamma}$ is the pushforward + $\hat{\rho}$ under $z \mapsto \eta\theta_*^{2}z^2$. + + \item then the iterval of $\eta$ becomes that of + $\text{supp}(\hat{\rho}_{\gamma}) \subseteq (1, 1.25)$. + \end{itemize} + \end{frame} + + \begin{frame}{Quadratic Loss Stabilization} + \begin{itemize} + \item To proove the proposition devide $(0, 1.162)$ into 4 + regions + \item $I_0=(0, 0.65]$, $I_1=(0.65, 1-\varepsilon)$, + $I_2=[1-\varepsilon, 1)$ and $I_3 = [1, 1.162)$. + + \item All iterates end up in $I_1$, leave and come back to $I_1$ + in 2 steps. + + \item devided into 4 steps + \begin{enumerate} + \item There is a $t\ge 0$: $\theta_t \in I_1\cup + I_2\cup I_3$ + \item For $\theta_t \in I_3$, then $\theta_{t+1} \in I_1 + \cup I_2$. + \item For $\theta_t \in I_2$, then there is a $k>0$: + $\forall k' < k$, it holds that $\theta{t+2k'} \in + I_2$ and $\theta_{t+2k} \in I_1$ + \item For $\theta_t \in I_1$, then $\forall k \ge 0$, it + holds that + $\theta_{t+2k} \in I_1$ and $\theta_{t+2k+1} \in + (1+\varepsilon, 1.162)$. + \end{enumerate} + + + \end{itemize} + \end{frame} + + \begin{frame}{Quadratic Loss Stabilization} + \begin{itemize} + \item Proof is devided into 4 steps show + \begin{enumerate} + \item There is a $t\ge 0$: $\theta_t \in I_1\cup + I_2\cup I_3$ + \item For $\theta_t \in I_3$, then $\theta_{t+1} \in I_1 + \cup I_2$. + \item For $\theta_t \in I_2$, then there is a $k>0$: + $\forall k' < k$, it holds that $\theta{t+2k'} \in + I_2$ and $\theta_{t+2k} \in I_1$ + \item For $\theta_t \in I_1$, then $\forall k \ge 0$, it + holds that + $\theta_{t+2k} \in I_1$ and $\theta_{t+2k+1} \in + (1+\varepsilon, 1.162)$. + \end{enumerate} + \end{itemize} + \end{frame} + + \begin{frame}{Quadratic Loss Stabilization} + \begin{itemize} + \item For \textbf{1}: (There is a $t\ge 0: \theta_t \in I_1 \cup + I_2 \cup I_3)$ + \item Show that the function $h_\gamma(\theta) = \theta - + \gamma\theta(1-\theta^{2})$ for $\gamma \in (1, 1.25)$ stays + in $(0, 1.162)$. + \end{itemize} + + \vspace{0.5cm} + + \begin{itemize} + \item For \textbf{2}: (For $\theta_t \in I_3$, then $\theta_{t+1} \in I_1 + \cup I_2$.) + \item For $\theta \in (1, 1.162)$ note $h_\gamma(\theta)$ is linear in $\gamma$ when + $\theta>1$, decreasing as $\gamma$ increases then \newline + $0.652 = h_{1.25}(1.162) < h_\gamma(1.162) < h_\gamma(\theta) + < h_\gamma(1) = 1$ + + \item So $\theta_{t+1} \in I_1 \cup I_2$. + + \end{itemize} + + \vspace{0.5cm} + + \begin{itemize} + \item \textbf{3} \& \textbf{4} are a bit more complicated but can be + shown also with basic analysis. + \end{itemize} + \end{frame} + + + \begin{frame}{SGD Dynamics} + \begin{itemize} + \item To further understand loss stabilization -> assume perfect + stabilization + \item Conjecure: \textit{During loss stabilizaion, SGD is well + modelled by GD with constant label noise} + + \item Label noise dynamics can be studies with Stochastic + Differential Equations (SDEs) + \end{itemize} + + \end{frame} + + \begin{frame}{SGD Dynamics Heuristics} + \begin{itemize} + \item Heuristics: rewrite SGD iteration, where $V_t(\theta_t, i_t) = + \sqrt{\eta}\left(\nabla_\theta f(\theta_k) - \nabla + f_{i_t}(\theta_t) \right) $ is $d$-dimensional r.v. + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + \theta_{t+1} = \theta_t - \eta \nabla f(\theta_t) + \eta + V_t(\theta_t, i_t). + \end{align*} + \end{minipage} + \end{center} + + \item Straight forward calculation shows + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + &\mathbb{E}(V_t|\theta_t) = 0, \\ + &\text{cov}(V_t, V_t|\theta_t) = \eta \Sigma(\theta_t), \\ + &\Sigma(\theta_k) := + \mathbb{E}\left(\frac{V_t^{2}}{\eta}\Big|\theta_t \right) + \end{align*} + \end{minipage} + \end{center} + \end{itemize} + \end{frame} + + \begin{frame}{SGD Dynamics Heuristics} + \begin{itemize} + \item Then consider time-homogeneous It\^o type SDE for $\tau\ge 0$ + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + d\theta\tau = b(\theta_\tau)d\tau + +\sqrt{\eta}\sigma(\theta_\tau)dB_\tau, + \end{align*} + \end{minipage} + \end{center} + where $\theta_\tau \in \mathbb{R}^{n}$, $B_\tau$ standard p-dim. Braunian + motion, $b:\mathbb{R}^{n} \to \mathbb{R}^{n}$ the drift and + $\sigma: \mathbb{R}^{p}\to \mathbb{R}^{p\times p}$ the diffusion + matrix + + \item Apply Euler discretization with step size $\eta$ and + approximate $X_{\tau \eta}$ simply with $\hat{X}_{\tau}$ + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + d\hat{\theta}_t= \hat{\theta}_t + \eta b(\theta_t) + +\eta \sigma(\hat{\theta}_t)Z_t, + \end{align*} + \end{minipage} + \end{center} + with $Z_t = B_{(\tau+1)\eta} - B_{\tau\eta}$ r.v. + + \item Set $b = -\nabla_\theta f$ and $\sigma(\theta) = + \Sigma(\theta)^{\frac{1}{2}}$, then + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + d\theta_\tau = -\nabla f(\theta_\tau)d\tau + + (\eta\Sigma(\theta_\tau))^{\frac{1}{2}} dB_t. + \end{align*} + \end{minipage} + \end{center} + \end{itemize} + \end{frame} + + \begin{frame}{SGD Dynamics Heuristics} + \begin{itemize} + \item In our case: we have a loss funtino $\mathcal{L}$ + \item The noise at state $\theta$ is spanned by + $\{\nabla_\theta h_\theta(x_1), \ldots, \nabla_\theta + h(x_n)\} $ + \item Loss stabilization occrus at a level set $\delta > 0$ + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + d\theta_\tau = -\nabla_\theta \mathcal{L}(\theta_\tau)d\tau + + \sqrt{\eta\delta} + \phi_{\theta_\tau}\left(X\right)^{T}dB_\tau, + \end{align*} + \end{minipage} + \end{center} + \vspace{0.5cm} + where $\phi_\theta(X) := [\nabla_\theta + h_\theta(x_i)^{T}]_{i=1}^{n} \in \mathbb{R}^{n\times p}$ is + reffered to as the Jacobian. + \end{itemize} + \end{frame} + + \begin{frame}{Diagonal Linear Networks} + \begin{itemize} + \item Two layer linear network with onyl diagonal connections: + \item Prediction function: + $h_{u, v}(x) = \langle u, v\odot x\rangle = \langle u \odot + v, x\rangle$. + \item Linear predictor $\beta: = u \odot v \in \mathbb{R}^{d}$ + \item Gradient $\nabla_u h_{u, v}(x) = v \odot x$. + \item SDE model (symmetric for v) + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + du_\tau = -\nabla_u \mathcal{L}(u_\tau, v_\tau) d\tau + +\sqrt{\eta \delta} v_\tau \odot [X^{T}dB_\tau]. + \end{align*} + \end{minipage} + \end{center} + + \end{itemize} + \end{frame} + + \begin{frame}{Diagonal Linear Networks: Conclusion} + \begin{itemize} + \item During the first phase SGD with large $\eta$ + \begin{enumerate} + \item decreases the traingin loss + \item stabilizes at some level set $\delta$ + \end{enumerate} + \item Meanwhile tehere is an effective noise-driven dynamics + which oscilates on $\mathcal{O}(\sqrt{\eta\delta})$ + \item Decreasing the step size later leads to recovery of the + sparsest predictor. + \end{itemize} + \end{frame} + + \begin{frame}{Sparsity Coefficient} + \begin{itemize} + \item SDE dynamics of diagonal networks emphesizes that there is + a sparsity bias because of $v \odot [X^{T}dB_\tau]$ leading + to a coordinate shrinkage effect + \item Generally the same thing happens w.r.t the Jacobian + $\phi_\theta(X)$ leading to the same effect. + \begin{center} + \begin{minipage}{0.5\textwidth} + \begin{align*} + d\theta_\tau = -\nabla_\theta \mathcal{L}(\theta_\tau)d\tau + + \sqrt{\eta\delta} + \phi_{\theta_\tau}\left(X\right)^{T}dB_\tau, + \end{align*} + \end{minipage} + \end{center} + \item Conjecture: SDE noise part minimizes the $l_{2}$-norm of + the columns of $\phi_\theta(X)$. + + \item Columns can be reduced to zero below a threshold. (fitting + part does not allow the Jacobian to collapse to zero) + \end{itemize} + \end{frame} + + \begin{frame}{DLN Feature Sparsity Coefficient} + \begin{itemize} + \item The jacobian can be simplified during loss stabilization. + \item Motivation: count the average number of distinct, nonzero + activations over the training set = \textbf{feature sparsity + coefficient} + \end{itemize} + \end{frame} + + \begin{frame}{DLN Results} + \begin{figure}[htpb] + \centering + \includegraphics[width=0.8\textwidth, + height=0.4\textheight]{./pics/dn_loss.png} + \includegraphics[width=0.8\textwidth, + height=0.4\textheight]{./pics/dn_sparsity.png} + \includegraphics[width=\textwidth]{./pics/dn_setup.png} + \caption{Diagonal Linear Nets Results} + \end{figure} + \end{frame} + + \begin{frame}{ReLU networks} + \begin{itemize} + \item \textbf{Two Layer} ReLU Setup: 1D regression task with 12 points + \item SGD with $100$ neurons + \item Similar results are observed + \end{itemize} + + \begin{itemize} + \item \textbf{Three Layer} ReLU Setup: teacher-student Setup + \item Two neurons on each layer. + \item Student network with $10$ neurons trained on $50$ samples + \item Warm up step size (increasing step size according to a + schedule) + \end{itemize} + \end{frame} + + \begin{frame}{ReLU Results} + \begin{figure}[htpb] + \centering + \includegraphics[width=0.8\textwidth, + height=0.4\textheight]{./pics/relu2_loss.png} + \includegraphics[width=0.8\textwidth, + height=0.4\textheight]{./pics/relu2_sparsity.png} + \includegraphics[width=\textwidth]{./pics/relu2_setup.png} + \caption{\textbf{Two Layer} ReLU: 1D regression task} + \end{figure} + \end{frame} + + \begin{frame}{ReLU Results} + \begin{figure}[htpb] + \centering + \includegraphics[width=0.8\textwidth, + height=0.4\textheight]{./pics/relu3_loss.png} + \includegraphics[width=\textwidth, + height=0.4\textheight]{./pics/relu3_sparsity.png} + \includegraphics[width=\textwidth]{./pics/relu3_setup.png} + \caption{\textbf{Three Layer} ReLU: teacher-student setup} + \end{figure} + \end{frame} + + \begin{frame}{Deeper Networks: Results} + \begin{figure}[htpb] + \centering + \includegraphics[width=0.8\textwidth, + height=0.4\textheight]{./pics/densen_tiny_loss.png} + \includegraphics[width=0.8\textwidth, + height=0.4\textheight]{./pics/densen_tiny_sparsity.png} + \includegraphics[width=\textwidth]{./pics/densen_tiny_setup.png} + \caption{\textbf{DenseNet-100} trained on \textbf{ImageNet} + (Image classification Task)} + \end{figure} + \end{frame} + +\begin{frame}{Bibliography} + \nocite{andriushchenko2023sgd} + \nocite{shalev2014understanding} + \nocite{li2018stochastic} + \nocite{pillaudvivien2022label} + \printbibliography + \end{frame} +\end{document} diff --git a/opt_sem/summary/main.tex b/opt_sem/summary/main.tex @@ -14,7 +14,7 @@ prediction functions $\mathcal{H} := \{x \to h_\theta(x), \theta \in \mathbb{R}^{p}\}$. The training loss wrt. input/output samples $(x_i, y_i)_{i=1}^{n} \in \mathbb{R}^{d}\times\mathbb{R}$ is \begin{align} - \mathcal{L}(\theta) := \frac{1}{2n} \sum_{i=1} \left( h_\theta(x_i) - + \mathcal{L}(\theta) := \frac{1}{2n} \sum_{i=1}^{n} \left( h_\theta(x_i) - y_i \right)^{2}. \end{align} The setting $p \gg n$, i.e. the overparametrized setting is considered where @@ -28,7 +28,7 @@ consider a SGD recursion with step size $\eta > 0$, with initial $\theta_0 \nabla_{\theta} h_{\theta_t}(x_{i_t}), \label{eq: sgd_it} \end{align} where $i_t \sim U(\{1,\ldots,n\})$, is a random variable following the -discrete uniform distribution over a sample of indices.< +discrete uniform distribution over a sample of indices. \subsection{GD and SGD Relation} The authors highlight the importance of gradient and noise, by explaining the connection between the SGD dynamics and full batch GD plus a specific label
