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      1 \include{preamble.tex}
      2 
      3 \begin{document}
      4 \maketitle
      5 \tableofcontents
      6 \section{Introduction}
      7 MPS or PEPS (in 2D) describe ground states of gapped local Hamiltonian of
      8 quantum many body systems. We will use this fact to generalize Landau's
      9 theory (to do: what is Landau's theory brief explanation, How do we describe
     10 these with MPS in particular). Here we consider only ground states that can
     11 be represented by MPS exactly. Two systems are in the same phase, if and only
     12 if the can be connected by a smooth path of local Hamiltonian's on the
     13 manifold of the parameters $\lambda$, where the local Hamiltonian's $h_i =
     14 h_i(\lambda)$ are all dependent on the parameters $\lambda$, intuitively this
     15 would look the figure below are all dependent on the parameters $\lambda$,
     16 intuitively this would look the figure below.
     17 
     18 \begin{figure}[H]
     19     \centering
     20 \begin{tikzpicture}[]
     21     \node[thick] at (3.8, 0.2) {$\lambda$};
     22 
     23     \draw[-, thick] (0,0)--(4,0);
     24     \draw[-, thick] (4,0)--(4,3);
     25     \draw[-, thick] (4,3)--(0,3);
     26     \draw[-, thick] (0,3)--(0,0);
     27     \draw[-, thick] (1,3)--(3,0);
     28 
     29 
     30     \filldraw[black] (1, 0.5) circle (0.1cm);
     31     \filldraw[black] (0.5, 2.1) circle (0.1cm);
     32 
     33 %    \filldraw[black] (1.5, 1.3) circle (0.1cm);
     34 %    \filldraw[black] (2.4, 1.8) circle (0.1cm);
     35 %    \draw[thick, dotted] (1.5, 1.3) to[out=20, in=-80]  (2.4, 1.8);
     36 
     37     \filldraw[black] (3.4, 2.4) circle (0.1cm);
     38     \filldraw[black] (3.1, 1.25) circle (0.1cm);
     39 
     40     \draw[thick, dotted] (3.1, 1.25) to[out=20, in=-80]  (3.4, 2.4);
     41     \draw[thick, dotted] (1, 0.5) to[out=20, in=-80]  (0.5, 2.1);
     42 
     43 \end{tikzpicture}
     44 \caption{Two systems in the same phase are connected by a ''smooth path of local
     45 Hamiltonians``}
     46 \end{figure}
     47 Where along such paths the physical properties of the sate smoothly change.
     48 The Hamiltonian needs to be ''gapped``, meaning that there is a clear
     49 separation of the ground state and the first excited state. The loss of a
     50 gap in the Hamiltonian leads mostly to discontinuous ``behavior'' of the ground
     51 state and affection of global properties of the system. If we introduce
     52 symmetries along the path of such Hamiltonian we can derive a refined
     53 classification of phases. Additionally if such symmetries exist we  can
     54 generalize gapped quantum phases to systems with symmetry breaching!
     55 %\printbibliography
     56 \section{Matrix Product States (MPS)}
     57 In the following we only consider translation-invariant systems on a finite
     58 chain of length $N$, with periodic boundary condition
     59 \begin{mydef}
     60     Consider a spin chain $(\mathbb{C}^{d})^{\otimes N}$. A
     61     translation-invariant MPS $\ket{\mu[\mathcal{P}]}$ of bond dimension $D$
     62     on $(\mathbb{C}^{d})^{\otimes N}$ is constructed by placing maximally
     63     entangled pairs $\ket{\omega_D}$, as
     64     \begin{align}
     65         \ket{\omega_D} := \sum_{n=1}^{D} \ket{i, i}
     66     \end{align}
     67     between adjacent sites and applying a linear map $\mathcal{P}:
     68     \mathbb{C}^{D} \otimes  \mathbb{C}^{D} \rightarrow \mathbb{C}^{d}$. In
     69     graphical notation it would represent the figure below
     70     \begin{figure}[H]
     71         \centering
     72     \begin{tikzpicture}[]
     73         \filldraw[black] (0, 0) circle (0.1cm);
     74         \filldraw[black] (0.5, 0) circle (0.1cm);
     75 
     76         \filldraw[black] (1.5, 0) circle (0.1cm);
     77         \filldraw[black] (2, 0) circle (0.1cm);
     78 
     79         \filldraw[black] (3, 0) circle (0.1cm);
     80         \filldraw[black] (3.5, 0) circle (0.1cm);
     81 
     82         \draw[-, thick] (-0.5, 0) -- (0, 0);
     83         \draw[-, thick] (0.5, 0) -- (1.5, 0);
     84         \draw[-, thick] (2, 0) -- (3, 0);
     85         \draw[-, thick] (3.5, 0) -- (4, 0);
     86 
     87         \draw[very thick] (0.25,0) ellipse (0.4cm and 0.3cm);
     88         \draw[very thick] (1.75,0) ellipse (0.4cm and 0.3cm);
     89         \draw[very thick] (3.25,0) ellipse (0.4cm and 0.3cm);
     90 
     91         \draw[->, very thick] (0.25, -0.5) -- (0.25, -1.5) node[midway, right] {$\mathcal{P}$};
     92         \draw[->, very thick] (1.75, -0.5) -- (1.75, -1.5) node[midway, right] {$\mathcal{P}$};
     93         \draw[->, very thick] (3.25, -0.5) -- (3.25, -1.5) node[midway, right] {$\mathcal{P}$};
     94 
     95         \filldraw[black] (0.25, -1.8) circle (0.15cm);
     96         \filldraw[black] (1.75, -1.8) circle (0.15cm);
     97         \filldraw[black] (3.25, -1.8) circle (0.15cm);
     98 
     99     \end{tikzpicture}
    100     \end{figure}
    101     \begin{align}
    102         \ket{\mu[\mathcal{P}]} := \mathcal{P}^{\otimes N}\ket{\omega_D}^{\otimes N}
    103     \end{align}
    104 \end{mydef}
    105 We note that the MPS as defined above is robust under blocking sites, we are
    106 essentially blocking $k$-sites into one ''super``-site of dimension $d^k$,
    107 which gives a new MPS with the same bond dimension in the lines of the
    108 projector (which is not a projection but a simple linear map)
    109 \begin{align}
    110     \mathcal{P}' = \mathcal{P}^{\otimes k} \ket{\omega_D}^{\otimes (k-1)}.
    111 \end{align}
    112 By this blocking and using of the gauge degrees of freedom (including the
    113 variability of $D$) any MPS which is well defined in the Thermodynamic limit
    114 ($\beta \rightarrow 0$) can be brought into a so called \textbf{Standard
    115 form}, where the linear map $\mathcal{P}$ is supported on a block-diagonal
    116 space, i.e diagonalisation of the
    117 \begin{align}
    118     \text{ker}(\mathcal{P})^{\perp} =
    119     \mathcal{H}_1 \oplus \cdots \oplus \mathcal{H}_{\mathcal{A}},
    120 \end{align}
    121 where
    122 \begin{align}
    123     \mathcal{H}_\alpha = \text{span}\left\{ \ket{i, j}: \zeta_{\alpha- 1}<
    124     i,j \le \zeta_\alpha \right\},
    125 \end{align}
    126 for $0 = \zeta_0 < \cdots < \zeta_\mathcal{A} = D$, and gives the
    127 partitioning $1, \ldots, D$ for $D_i = \zeta_i - \zeta_{i-1}$. The case of
    128 $\mathcal{A}=1$ we have an injective map $\mathcal{P}$. The $\mathcal{A} >1$
    129 is the non-injective case.
    130 
    131 All in all we assume that $\mathcal{P}$ is \textbf{surjective}, which is
    132 backed by the restriction of the state space $\mathbb{C}^{d}$ to the image of
    133 $\mathcal{P}$ (by definition).
    134 \subsection{Parent Hamiltonian}
    135 Given an MPS in the standard form, we can construct local,
    136 translation-invariant \textbf{parent Hamiltonians}, which have the given MPS
    137 as the \textbf{ground state}
    138 \begin{align}\label{eq: hamiltonian}
    139    H = \sum_{i=1}^{N} h(i,i+1).
    140 \end{align}
    141 The local terms $h(i, i+1) \ge 0$ act on one MPS object $(i, i+1)$ mapped by
    142 $\mathcal{P}$. The kernels of these local terms support the reduced density
    143 operator of the corresponding MPS, that is the kernel can be written as
    144 \begin{align}
    145     \text{ker}(h(i,i+1)) = (\mathcal{P} \otimes
    146     \mathcal{P})(\mathbb{C}^{D}\otimes \ket{\omega} \otimes \mathbb{C}^{D}).
    147 \end{align}
    148 Note that by the definition we have first that $H \ge 0$, and that
    149 $H\ket{\mu[\mathcal{P}]} = 0$, because the system $\ket{\mu[\mathcal{P}]}$ is
    150 the ground state of $H$.
    151 \newline
    152 
    153 To summarize, given a matrix product state (MPS) there exists a unique gapped
    154 local parent Hamiltonian, where the given MPS is in the groundstate
    155 (Perez-Garcia et al. 2007). Also, backed up by the fact that the groundstate
    156 of any one dimensional, gapped Hamiltonian can be well approximated by an MPS
    157 (proven by Hastings 2007).
    158 \subsection{Definition of quantum phases}
    159 We arrive at the definition of quantum phases, where we initially pose a
    160 question whether two systems are in the same phase. Two systems are in the
    161 same phase if they can be connected by a continuous path of gapped local
    162 Hamiltonians
    163 \subsubsection{Phases without symmetries}
    164 Let $H_1, H_2$ be a family of translation-invariant gapped local Hamiltonians
    165 on a ring (i.e. periodic boundary conditions). We say that $H_1$ and $H_2$
    166 are in the same phase, if and only if exists an finite $k$, when blocking $k$
    167 sites both $H_1$ and $H_2$ are two local and can be written as
    168 \begin{align}
    169     H_p = \sum_{i=1}^{N} h_p(i,i+1) \qquad p=0,1.
    170 \end{align}
    171 Additionally to this there exists a translation-invariant path of local
    172 gapped Hamiltonians
    173 \begin{align}
    174     H_\gamma = \sum_{i=1}^{N} h_\gamma(i,i+1) \qquad \gamma \in [0, 1],
    175 \end{align}
    176 where $h_\gamma$ is acting locally with the following properties
    177 \begin{itemize}
    178     \item $h_0 = h_{\gamma=0}$ ; $h_1 = h_{\gamma=1}$
    179     \item $\|h\|_{op} \le 1$
    180     \item $h_\gamma$ is continuous w.r.t. $\gamma \in [0, 1]$
    181     \item $H_\gamma$ has a spectral gap above the ground state manifold,
    182         bounded below by  some constant $\Delta >0$ independent of $N$ and
    183         $\gamma$.
    184 \end{itemize}
    185 We can say that $H_0$ and $H_1$ are in the same phase if they are connected
    186 by a local, bound-strength, continuous and gapped path, which applies to both
    187 Hamiltonians with unique and degenerate ground states.
    188 \subsubsection{Phases with symmetries}
    189 Let $H_p$, with $p \in \left\{ 0, 1 \right\} $ be a Hamiltonian acting on the
    190 space $\mathcal{H}^{\otimes N}_p$ where $\mathcal{H}_p=\mathbb{C}^{d_p}$ and
    191 $U_g^p$ be a linear unitary representation of some group $G \ni g$ of
    192 $\mathcal{H}_p$. Now, $U_g$ is a symmetry of a family of local gapped
    193 Hamiltonians $H_p$, if
    194 \begin{align}
    195     [H_p, (U_g^p)^{\otimes N}] = 0 \qquad \forall g\in G,
    196 \end{align}
    197 where $U_g^p$ is a strictly one dimensional representation of the group $G$
    198 as
    199 \begin{align}
    200     U_g^p \leftrightarrow e^{i\phi_g^p}U_g^p.
    201 \end{align}
    202 We can say that $H_1$ and $H_2$ are in the same phase under symmetry $G$, if
    203 there exists a phase gauge of $U_g^0$ and $U_g^1$ and a representation
    204 \begin{align}
    205      U = U_g^0 \oplus U_g^1 \oplus U_g^{\alpha} \qquad \alpha \in (0, 1)
    206 \end{align}
    207 on the Hilbertspace $\mathcal{H} = \mathcal{H}_0 \oplus  \mathcal{H}_1 \oplus
    208 \mathcal{H}_\alpha$ with the properties of the previous section, such that
    209 \begin{align}
    210     [H_\gamma, U_g^{\otimes N}] = 0
    211 \end{align}
    212 and $H_p$ is supported on $\mathcal{H}_p$ for $p=0, 1$ respectively.
    213 \subsubsection{Robust definition of Phases}
    214 It is usually required for a phase to be \textbf{robust}, meaning that the
    215 phase is an open set in the space of allowed Hamiltonians. For all
    216 Hamiltonians \ref{eq: hamiltonian} there exists and $\varepsilon >0$, such
    217 that
    218 \begin{align}
    219     H = \sum_{i=1}^{N} \left( h(i,i+1) + \varepsilon k(i, i+1) \right)
    220 \end{align}
    221 is in the same phase for any bound-strength $k(i,i+1)$ which obeys the
    222 symmetries of the system.
    223 \subsubsection{Restriction to parent Hamiltonians}
    224 Indeed we want a classification of phases of gapped local Hamiltonians with an
    225 exact MPS ground state. We are in luck because for every MPS we can find such
    226 a Hamiltonian, the parent Hamiltonian which is sufficient enough to classify
    227 the phases.
    228 
    229 For two gapped Hamiltonians $H, H'$ with some ground state subspace, the
    230 interpolating path
    231 \begin{align}
    232     \gamma H + (1-\gamma)H'
    233 \end{align}
    234 has all the desired properties and it is gapped. Indeed all parent
    235 Hamiltonians for a given MPS are interchangeable!
    236 
    237 \begin{figure}[H]
    238     \centering
    239 \begin{tikzpicture}[]
    240     \node[thick] at (0, 0) {$\ket{\psi_0}$};
    241     \node[thick] at (2, 0) {$\ket{\psi_1}$};
    242     \node[thick] at (0.25, 1) {$\ket{\hat{\psi}_0}$};
    243     \node[thick] at (1.75, 1) {$\ket{\hat{\psi}_1}$};
    244 
    245     \node[thick] at (4, 0) {$H_0$};
    246     \node[thick] at (6, 0) {$H_1$};
    247     \node[thick] at (4.25, 1) {$\hat{H_0}$};
    248     \node[thick] at (5.75, 1) {$\hat{H_1}$};
    249 
    250     \draw[thick, dotted] (0.3, 0) to[out=20, in=160]  (1.7, 0);
    251     \draw[thick, dotted] (4.3, 0) to[out=20, in=160]  (5.7, 0);
    252 
    253     \draw[line width=0.1cm, opacity=0.5] (0, 0.2) to[out=90, in=90,
    254         distance=1.7cm]  (2, 0.2);
    255     \draw[line width=0.1cm, opacity=0.5] (4, 0.2) to[out=90, in=90,
    256         distance=1.7cm]  (6, 0.2);
    257 
    258     \draw[-stealth, line width=0.1cm] (2.5, 0.5) -- (3.5, 0.5);
    259 
    260 
    261 
    262 \end{tikzpicture}
    263 \caption{Interchangeability of MPS and parent Hamiltonians}
    264 \end{figure}
    265 \subsection{The isometric Form}
    266 \subsubsection{Reduction to a standard form}
    267 Given two MPS $\ket{\mu [\mathcal{P}_p]}$ with $p=0,1$ together with their
    268 nearest neighbor parent Hamiltonians $H_p$. Our goal is to see weather $H_1$
    269 and $H_2$ are in the same phase. This is achieved by interpolating
    270 $\mathcal{P}_0$ and $\mathcal{P}_1$ along $\mathcal{P}_\gamma$, such that the
    271 result is the path $H_\gamma$ in the space of parent Hamiltonians satisfying
    272 all the requirements (continuity and gap).
    273 \subsubsection{The isometric form}
    274 The isometric form of a MPS captures the essential entanglement, long
    275 range properties of the sate and forms a fixed point of a renormalization
    276 procedure. Given an MPS state $\ket{\mu[\mathcal{P}]}$ we decompose
    277 $\mathcal{P}$ by the \textbf{Polar-decomposition} of
    278 $\mathcal{P}|_{(\text{ker}\mathcal{P})^\perp}$ as
    279 \begin{align}
    280     \mathcal{P} = QW,
    281 \end{align}
    282 where $WW^\dagger= \mathbbm{1}$ and $Q > 0$. And w.l.o.g. we assume $0<Q\le
    283 \mathbbm{1}$ which can be achieved by rescaling of $\mathcal{P}$. The
    284 isometry form of $\ket{\mu[\mathcal{P}]}$ is $\ket{\mu[W]}$, where the MPS
    285 described by $W$ is the isometric part of the tensor $\mathcal{P}$. To see
    286 that $\ket{\mu[\mathcal{P}]}$ and $\ket{\mu[W]}$ are in the same phase, we
    287 essentially define an interpolating path in terns of $Q_\gamma$
    288 \begin{align}
    289     \mathcal{P}_\gamma = Q_\gamma W \quad \text{where} \quad
    290     Q_\gamma = \gamma Q + (1-\gamma)\mathbbm{1},
    291 \end{align}
    292 for $\gamma \in [0, 1]$. No consider the parent Hamiltonian of
    293 $\ket{\mu[\mathcal{P}_0]}$
    294 \begin{align}
    295     H_0 = \sum_{i=1}^{N}h_0 (i, i+1)
    296 \end{align}
    297 where $h_0$ is a projector and we define $\Lambda_\gamma =
    298 (Q^{-1}_\gamma)^{\otimes  2}$ for a $\gamma$-deformed Hamiltonian
    299 \begin{align}
    300     H_\gamma = \sum_{i=1}^{N} h_\gamma(i, i+1) \quad \text{where} \quad
    301     h_\gamma =
    302     \Lambda_\gamma h_0 \Lambda_\gamma \ge 0.
    303 \end{align}
    304 Now we have that $\ket{\mu[\mathcal{P}_0]} = 0$ is equivalent to
    305 $\ket{\mu[\mathcal{P}_\gamma]} = 0$, i.e. $H_\gamma$ is a parent Hamiltonian
    306 of $\ket{\mu[\mathcal{P}_\gamma]}$. All we need to show now is that
    307 $H_\gamma$ is uniformly gapped, that there exists a constant $\Delta >0$
    308 which $H_\gamma$ by bellow independent of $\gamma$ and $N$. By this we would
    309 have that the whole set of $\ket{\mu[\mathcal{P}_\gamma]}$ for $\gamma \in
    310 [0, 1]$ are indeed in the same phase.
    311 
    312 Additional observation is that the lower bound of the gapped parent
    313 Hamiltonians is bound by correlation length $\xi$ of the gap $H_\gamma$,
    314 restricted to $\xi$ sites and since both depend smoothly, positive definite
    315 on $\gamma$ and $\xi \rightarrow 0$ as $\gamma \rightarrow 0$ we have a
    316 uniform lower bound on the gap.
    317 \end{document}
    318