| % from JZ's style |
| |
| % ---------------------------------- |
| % JZ's hide-show routine |
| % I moved it to the main tex file so vscode can autocomplete it |
| % ---------------------------------- |
| % for generally hiding some texts with a toggle on or off: |
| \usepackage{comment} |
| |
| % Define the CUT environment |
| \newenvironment{CUT}{}{} |
| |
| % Command to toggle the CUT environment |
| \newcommand{\toggleCUT}[1]{% |
| \if#1t% |
| \renewenvironment{CUT}{\color{gray}}{\color{black}}% |
| \else% |
| \excludecomment{CUT}% |
| \fi% |
| } |
| |
| |
| % Set the initial state (t to show, f to hide) |
| \toggleCUT{t} |
| \toggleCUT{f} |
| |
| % Required package for colors |
| \RequirePackage{xcolor} |
| |
| % Place this in the preamble of your document |
| |
| |
| % Required packages for mathbb and other math symbols |
| % \RequirePackage{amssymb} |
| % \RequirePackage{amsmath} |
| % \RequirePackage{amsthm} |
| |
| % % Theorem environments |
| % \theoremstyle{definition} |
| % \newtheorem{theorem}{Theorem} |
| % \newtheorem{lemma}{Lemma} |
| \newtheorem{proposition}{Proposition} |
| % \newtheorem{corollary}{Corollary} |
| % \newtheorem{remark}{Remark} |
| \newtheorem{example}{Example} |
| |
| \usepackage{enumitem} % for tighter itemize |
| \newenvironment{tightenum}{ |
| \begin{enumerate}[itemsep=0pt, parsep=0pt, topsep=0pt, partopsep=0pt] |
| }{ |
| \end{enumerate} |
| } |
| |
| \newenvironment{tightitem}{ |
| \begin{itemize}[itemsep=0pt, parsep=0pt, topsep=0pt, partopsep=0pt] |
| }{ |
| \end{itemize} |
| } |
| |
| % \newcommand{\jz}[1]{\text{\color{red}\textbf{JZ: }#1}} |
| |
| %%shorthand%% |
| \newcommand{\dFdmu}{\frac{\delta F}{\delta \mu}\left[\mu\right]} |
| \newcommand{\dFdrho}{\frac{\delta F}{\delta \rho}\left[\rho\right]} |
| \newcommand{\dFdmuk}{\frac{\delta F}{\delta \mu}\left[\mu^k\right]} % first var evaluted at k step; explicit |
| \DeclareMathOperator*{\argmin}{argmin} |
| \DeclareMathOperator*{\argmax}{argmax} |
| \DeclareMathOperator*{\arginf}{arginf} |
| \DeclareMathOperator*{\argsup}{argsup} |
| % \DeclareMathOperator{\mmd}{MMD} |
| \newcommand{\dd}{\ \mathrm{d}} |
| % \newcommand{\rkhs}{\mathcal{H}} |
| \newcommand{\hiprod}[2]{\langle {#1, #2} \rangle _{\mathcal H}} %%RKHS inner product%% |
| \newcommand{\iprod}[2]{\langle {#1, #2} \rangle } |
| % \newcommand{\K}{\mathcal{K}} %%often used as integral operator%% |
| \newcommand{\E}{\mathbb{E}} %%exp operator%% |
| \newcommand{\R}{\mathbb{R}} |
| \newcommand{\DIV}{\mathrm{div}\,} |
| \newcommand{\const}{\mathrm{const.}} |
| \newcommand{\eviL}{(EVI)$_\lambda$} |
| |
| %%transport problem shorthand%% |
| % \newcommand{\ET}{\mathsf{E\kern-1pt T}} |
| % \newcommand{\MET}{\mathsf{M\kern-1pt E\kern-1pt T}} |
| % \newcommand{\IPT}{\mathsf{I\kern-1pt P\kern-1pt T}} |
| % \newcommand{\MIPT}{\mathsf{M\kern-1pt I\kern-1pt P\kern-1pt T}} |
| % \newcommand{\EIPT}{\mathsf{E\kern-1pt I\kern-1pt P\kern-1pt T}} |
| % \newcommand{\WFR}{\mathsf{W\kern-1pt F\kern-1pt R}} |
| |
| %%missing commands in markdown%% |
| \newcommand{\bm}[1]{\boldsymbol{\mathbf{#1}}} |
| |
| %%shorthand dissipation potential%% |
| % \newcommand{\Rk}{\mathcal R_k} %%dissipation of MMD potentail%% |
| \newcommand{\Kotto}{\mathbb{K}_\text{Otto}} %%Otto operator for diffusion%% |
| \newcommand{\Mplus}{\mathcal{M}^+} %%nonneg measure%% |
| |
| %%wgf jargon%% |
| \newcommand{\mslope}{|\nabla^- F|} % metric slope |
| \newcommand{\mder}{|\mu'|} % metric derivative |
| |
| %%sum notation%% |
| \newcommand{\sumiN}{\frac{1}{N}\sum_{i=1}^N} |
| \newcommand{\sumijMN}{\frac{1}{MN}\sum_{i=1}^M\sum_{j=1}^N} |
| \newcommand{\sumijNN}{\frac{1}{MN}\sum_{i=1}^N\sum_{j=1}^N} |
| \newcommand{\sumijMM}{\frac{1}{MM}\sum_{i=1}^M\sum_{j=1}^M} |
| % \newcommand{\sumijMNUnbiased}{\frac{1}{MN}\sum_{i=1}^M\sum_{j=1, j\neq i}^N} |
| \newcommand{\sumijNNUnbiased}{\frac{1}{N(N-1)}\sum_{i=1}^N\sum_{j=1, j\neq i}^N} |
| \newcommand{\sumijMMUnbiased}{\frac{1}{M(M-1)}\sum_{i=1}^M\sum_{j=1, j\neq i}^M} |
| |
| %%semi transparent%% |
| \newcommand{\semitransp}[2][35]{\textcolor{fg!#1}{#2}} |
| |
| %%colored text%% |
| \newcommand{\redA}{{\color{red}\alpha}} |
| \newcommand{\blueB}{{\color{blue}\beta}} |
| |
| \newcommand{\DF}{\mathrm{D} F} % differential of F |
| |
| |
| %% KL divergence and NGD %% |
| \newcommand{\mul}{\mu_\lambda} |
| \newcommand{\mulk}{\mu_{\lambda^k}} |
| \newcommand{\KL}{\operatorname{KL}} |
| |
| |
| %% acronym for distances %% |
| \newcommand{\ET}{\mathsf{E\kern-1pt T}} |
| \newcommand{\MET}{\mathsf{M\kern-1pt E\kern-1pt T}} |
| \newcommand{\IPT}{\mathsf{I\kern-1pt P\kern-1pt T}} |
| \newcommand{\IMT}{\mathsf{I\kern-1pt M\kern-1pt T}} |
| \newcommand{\MIPT}{\mathsf{M\kern-1pt I\kern-1pt P\kern-1pt T}} |
| \newcommand{\EIPT}{\mathsf{E\kern-1pt I\kern-1pt P\kern-1pt T}} |
| \newcommand{\WFR}{\mathsf{W\kern-1pt F\kern-1pt R}} |
| \newcommand{\FR}{\mathsf{F\kern-1pt R}} |
| \newcommand{\He}{\mathsf{He}} |
| % \newcommand{\KFR}{\mathsf{K\kern-1pt{-}\kern-1pt F\kern-1pt R}} |
| \newcommand{\FRk}{\mathsf{F\kern-1pt R}_k} |
| \newcommand{\supp}[1]{\operatorname{supp}(#1)} |
| |
| \DeclareMathOperator{\mmd}{MMD} |
| \DeclareMathOperator{\MMD}{MMD} |
| \DeclareMathOperator{\ksd}{KSD} |
| \DeclareMathOperator{\KSD}{KSD} |
| |
| \newcommand{\wtwostein}{\ensuremath{W_2}-Stein\xspace} |
| |
| \newcommand{\Lstein}{\ensuremath{\lambda}\text{-Stein}\xspace} |
| |
| % \newcommand{\wtwosteinLm}{\ensuremath{W_2^\lambda}-Stein\xspace} |
| |
| % \newcommand{\fstein}{F-Stein\xspace} |
| |
| \DeclareMathOperator{\ipm}{IPM} |
| |
| \DeclareMathOperator{\imm}{IMM} |
| |
| \newcommand{\rkhs}{\mathcal{H}} |
| |
| \newcommand{\K}{\mathcal{K}} %%often used as integral operator%% |
| |
| \newcommand{\Tk}{\mathcal{T}_k} %%often used as (L2->H) integral operator%% |
| |
| \newcommand{\Tkrho}{\mathcal{T}_{k,\rho}} %%often used as (L2->H) integral operator%% |
| |
| \newcommand{\Tkmu}{\mathcal{T}_{k,\mu}} %%often used as (L2->H) integral operator%% |
| |
| % \newcommand{\DF}{\mathrm{D} F} % differential of F |
| |
| % \newcommand{\Mplus}{\mathcal{M}^+} %%nonneg measure%% |
| |
| % \newcommand{\Rk}{\mathcal R_k} %%dissipation of MMD potentail%% |
| |
| % \newcommand{\RfrMMD}{\mathcal R_\mathrm{FR-MMD}} %%dissipation of MMD potentail%% regularized |
| |
| % \newcommand{\Kotto}{\mathbb{K}_\mathrm{Otto}} %%Otto operator for diffusion%% |
| |
| \newcommand{\ID}{\operatorname{Id}} %%Identify operator |
| |
| \newcommand{\Loj}{\L{}ojasiewicz\xspace} |
| |
| |
| %% short hand %% |
| |
| \newcommand{\Pth}{{P_\theta}} % parameterized distribution |
| |
| %% Alex's notation %% |
| |
| % Blackboardbold |
| \def\bbA{{\mathbb A}} \def\bbB{{\mathbb B}} \def\bbC{{\mathbb C}} |
| \def\bbD{{\mathbb D}} \def\bbE{{\mathbb E}} \def\bbF{{\mathbb F}} |
| \def\bbG{{\mathbb G}} \def\bbH{{\mathbb H}} \def\bbI{{\mathbb I}} |
| \def\bbJ{{\mathbb J}} \def\bbK{{\mathbb K}} \def\bbL{{\mathbb L}} |
| \def\bbM{{\mathbb M}} \def\bbN{{\mathbb N}} \def\bbO{{\mathbb O}} |
| \def\bbP{{\mathbb P}} \def\bbQ{{\mathbb Q}} \def\bbR{{\mathbb R}} |
| \def\bbS{{\mathbb S}} \def\bbT{{\mathbb T}} \def\bbU{{\mathbb U}} |
| \def\bbV{{\mathbb V}} \def\bbW{{\mathbb W}} \def\bbX{{\mathbb X}} |
| \def\bbY{{\mathbb Y}} \def\bbZ{{\mathbb Z}} |
| % Kalligraphische |
| \def\calA{{\mathcal A}} \def\calB{{\mathcal B}} \def\calC{{\mathcal C}} |
| \def\calD{{\mathcal D}} \def\calE{{\mathcal E}} \def\calF{{\mathcal F}} |
| \def\calG{{\mathcal G}} \def\calH{{\mathcal H}} \def\calI{{\mathcal I}} |
| \def\calJ{{\mathcal J}} \def\calK{{\mathcal K}} \def\calL{{\mathcal L}} |
| \def\calM{{\mathcal M}} \def\calN{{\mathcal N}} \def\calO{{\mathcal O}} |
| \def\calP{{\mathcal P}} \def\calQ{{\mathcal Q}} \def\calR{{\mathcal R}} |
| \def\calS{{\mathcal S}} \def\calT{{\mathcal T}} \def\calU{{\mathcal U}} |
| \def\calV{{\mathcal V}} \def\calW{{\mathcal W}} \def\calX{{\mathcal X}} |
| \def\calY{{\mathcal Y}} \def\calZ{{\mathcal Z}} |
| |
| %% alex notation for e, etc. %% |
| \def\d{\mathrm d} |
| |
| \def\dd{\;\!\mathrm{d}} % differential for integration |
| |
| \def\ee{\mathrm{e}} % Euler's number |
| |
| \def\ii{\mathrm{i}} % imaginary unit |
| |
| |
| %% alex special fonts %% |
| % Blackboardbold |
| \def\bbA{{\mathbb A}} \def\bbB{{\mathbb B}} \def\bbC{{\mathbb C}} |
| \def\bbD{{\mathbb D}} \def\bbE{{\mathbb E}} \def\bbF{{\mathbb F}} |
| \def\bbG{{\mathbb G}} \def\bbH{{\mathbb H}} \def\bbI{{\mathbb I}} |
| \def\bbJ{{\mathbb J}} \def\bbK{{\mathbb K}} \def\bbL{{\mathbb L}} |
| \def\bbM{{\mathbb M}} \def\bbN{{\mathbb N}} \def\bbO{{\mathbb O}} |
| \def\bbP{{\mathbb P}} \def\bbQ{{\mathbb Q}} \def\bbR{{\mathbb R}} |
| \def\bbS{{\mathbb S}} \def\bbT{{\mathbb T}} \def\bbU{{\mathbb U}} |
| \def\bbV{{\mathbb V}} \def\bbW{{\mathbb W}} \def\bbX{{\mathbb X}} |
| \def\bbY{{\mathbb Y}} \def\bbZ{{\mathbb Z}} |
| % Kalligraphische |
| \def\calA{{\mathcal A}} \def\calB{{\mathcal B}} \def\calC{{\mathcal C}} |
| \def\calD{{\mathcal D}} \def\calE{{\mathcal E}} \def\calF{{\mathcal F}} |
| \def\calG{{\mathcal G}} \def\calH{{\mathcal H}} \def\calI{{\mathcal I}} |
| \def\calJ{{\mathcal J}} \def\calK{{\mathcal K}} \def\calL{{\mathcal L}} |
| \def\calM{{\mathcal M}} \def\calN{{\mathcal N}} \def\calO{{\mathcal O}} |
| \def\calP{{\mathcal P}} \def\calQ{{\mathcal Q}} \def\calR{{\mathcal R}} |
| \def\calS{{\mathcal S}} \def\calT{{\mathcal T}} \def\calU{{\mathcal U}} |
| \def\calV{{\mathcal V}} \def\calW{{\mathcal W}} \def\calX{{\mathcal X}} |
| \def\calY{{\mathcal Y}} \def\calZ{{\mathcal Z}} |
| % mathromam |
| \def\rma{{\mathrm a}} \def\rmb{{\mathrm b}} \def\rmc{{\mathrm c}} |
| \def\rmd{{\mathrm d}} \def\rme{{\mathrm e}} \def\rmf{{\mathrm f}} |
| \def\rmg{{\mathrm g}} \def\rmh{{\mathrm h}} \def\rmi{{\mathrm i}} |
| \def\rmj{{\mathrm j}} \def\rmk{{\mathrm k}} \def\rml{{\mathrm l}} |
| \def\rmm{{\mathrm m}} \def\rmn{{\mathrm n}} \def\rmo{{\mathrm o}} |
| \def\rmp{{\mathrm p}} \def\rmq{{\mathrm q}} \def\rmr{{\mathrm r}} |
| \def\rms{{\mathrm s}} \def\rmt{{\mathrm t}} \def\rmu{{\mathrm u}} |
| \def\rmv{{\mathrm v}} \def\rmw{{\mathrm w}} \def\rmx{{\mathrm x}} |
| \def\rmy{{\mathrm y}} \def\rmz{{\mathrm z}} |
| \def\rmA{{\mathrm A}} \def\rmB{{\mathrm B}} \def\rmC{{\mathrm C}} |
| \def\rmD{{\mathrm D}} \def\rmE{{\mathrm E}} \def\rmF{{\mathrm F}} |
| \def\rmG{{\mathrm G}} \def\rmH{{\mathrm H}} \def\rmI{{\mathrm I}} |
| \def\rmJ{{\mathrm J}} \def\rmK{{\mathrm K}} \def\rmL{{\mathrm L}} |
| \def\rmM{{\mathrm M}} \def\rmN{{\mathrm N}} \def\rmO{{\mathrm O}} |
| \def\rmP{{\mathrm P}} \def\rmQ{{\mathrm Q}} \def\rmR{{\mathrm R}} |
| \def\rmS{{\mathrm S}} \def\rmT{{\mathrm T}} \def\rmU{{\mathrm U}} |
| \def\rmV{{\mathrm V}} \def\rmW{{\mathrm W}} \def\rmX{{\mathrm X}} |
| \def\rmY{{\mathrm Y}} \def\rmZ{{\mathrm Z}} |
| % fette math |
| \def\FG{\mathbf} |
| \def\mdot{\FG{:}} \def\vdot{\FG{\cdot}} |
| \def\bfa{{\FG a}} \def\bfb{{\FG b}} \def\bfc{{\FG c}} |
| \def\bfd{{\FG d}} \def\bfe{{\FG e}} \def\bff{{\FG f}} |
| \def\bfg{{\FG g}} \def\bfh{{\FG h}} \def\bfi{{\FG i}} |
| \def\bfj{{\FG j}} \def\bfk{{\FG k}} \def\bfl{{\FG l}} |
| \def\bfm{{\FG m}} \def\bfn{{\FG n}} \def\bfo{{\FG o}} |
| \def\bfp{{\FG p}} \def\bfq{{\FG q}} \def\bfr{{\FG r}} |
| \def\bfs{{\FG s}} \def\bft{{\FG t}} \def\bfu{{\FG u}} |
| \def\bfv{{\FG v}} \def\bfw{{\FG w}} \def\bfx{{\FG x}} |
| \def\bfy{{\FG y}} \def\bfz{{\FG z}} |
| \def\bfA{{\FG A}} \def\bfB{{\FG B}} \def\bfC{{\FG C}} |
| \def\bfD{{\FG D}} \def\bfE{{\FG E}} \def\bfF{{\FG F}} |
| \def\bfG{{\FG G}} \def\bfH{{\FG H}} \def\bfI{{\FG I}} |
| \def\bfJ{{\FG J}} \def\bfK{{\FG K}} \def\bfL{{\FG L}} |
| \def\bfM{{\FG M}} \def\bfN{{\FG N}} \def\bfO{{\FG O}} |
| \def\bfP{{\FG P}} \def\bfQ{{\FG Q}} \def\bfR{{\FG R}} |
| \def\bfS{{\FG S}} \def\bfT{{\FG T}} \def\bfU{{\FG U}} |
| \def\bfV{{\FG V}} \def\bfW{{\FG W}} \def\bfX{{\FG X}} |
| \def\bfY{{\FG Y}} \def\bfZ{{\FG Z}} |
| \def\BS{\boldsymbol} % griechisch |
| \def\bfalpha{{\BS\alpha}} \def\bfbeta{{\BS\beta}} |
| \def\bfgamma{{\BS\gamma}} \def\bfdelta{{\BS\delta}} |
| \def\bfepsilon{{\BS\varepsilon}} \def\bfzeta{{\BS\zeta}} |
| \def\bfeta{{\BS\eta}} \def\bftheta{{\BS\theta}} |
| \def\bfiota{{\BS\iota}} \def\bfkappa{{\BS\kappa}} |
| \def\bflambda{{\BS\lambda}} \def\bfmu{{\BS\mu}} |
| \def\bfnu{{\BS\nu}} \def\bfxi{{\BS\xi}} |
| \def\bfpi{{\BS\pi}} \def\bfrho{{\BS\rho}} |
| \def\bfsigma{{\BS\sigma}} \def\bftau{{\BS\tau}} |
| \def\bfphi{{\BS\phi}} \def\bfchi{{\BS\chi}} |
| \def\bfpsi{{\BS\psi}} \def\bfomega{{\BS\omega}} |
| \def\bfvarphi{{\BS\varphi}} |
| \def\bfGamma{{\BS\Gamma}} \def\bfDelta{{\BS\Delta}} |
| \def\bfTheta{{\BS\Theta}} \def\bfLambda{{\BS\Lambda}} |
| \def\bfXi{{\BS\Xi}} \def\bfPi{{\BS\Pi}} |
| \def\bfSigma{{\BS\Sigma}} \def\bfPhi{{\BS\Phi}} |
| \def\bfPsi{{\BS\Psi}} \def\bfOmega{{\BS\Omega}} |