| | \newcommand*\diff{\mathrm{d}} |
| | \newcommand*\Image{\mathrm{Im}} |
| | \newcommand*\NN{\smash{\hat{\mathcal{F}}_{\scriptsize\textrm{NN}}}} |
| |
|
| | \newcommand*\X{\mathcal{X}} |
| | \newcommand*\Z{\mathcal{Z}} |
| | \newcommand*\G{\mathcal{G}} |
| | \newcommand*\D{\mathcal{D}} |
| | \newcommand*\F{\mathcal{F}} |
| | \newcommand*\R{\mathcal{R}} |
| | \newcommand*\TR{\hat{R}} |
| | \newcommand*\Deltab{\bar{\Delta}} |
| | \newcommand*\h{h} |
| | \newcommand*\biasb{\mathrm{bias}} |
| | \newcommand*\varb{\mathrm{var}} |
| | \newcommand*\covb{\mathrm{cov}} |
| | \newcommand*\M{\mathcal{M}} |
| | \newcommand*\B{\mathcal{B}} |
| | \newcommand*\W{\mathcal{W}} |
| | \newcommand*\Loss{\mathcal{L}} |
| | \newcommand*{\Ftr}{\smash{\mathcal{F}_{\scriptsize\textrm{tr}}}} |
| | \newcommand*{\Fts}{\smash{\mathcal{F}_{\scriptsize\textrm{ad}}}} |
| | \newcommand*{\Dtr}{\smash{\mathcal{D}_{\scriptsize\textrm{tr}}}} |
| | \newcommand*{\Dts}{\smash{\mathcal{D}_{\scriptsize\textrm{ad}}}} |
| | \newcommand*{\Etr}{\smash{\mathcal{E}_{\scriptsize\textrm{tr}}}} |
| | \newcommand*{\Ead}{\smash{\mathcal{E}_{\scriptsize\textrm{ad}}}} |
| |
|
| | \newcommand*{\eg}{e.g.,\@\xspace} |
| | \newcommand*{\versus}{vs.\@\xspace} |
| | \newcommand*{\sut}{s.t.\@\xspace} |
| | \newcommand*{\ie}{i.e.,\@\xspace} |
| | \newcommand*{\iid}{ID\@\xspace} |
| | \newcommand*{\sota}{SoTA\@\xspace} |
| | \newcommand*{\ood}{OOD\@\xspace} |
| | \newcommand*{\metric}{metric} |
| | \newcommand*{\wrt}{w.r.t.\@\xspace} |
| | \newcommand*{\iif}{i.i.f.\@\xspace} |
| | \newcommand*{\aka}{a.k.a.\@\xspace} |
| | \newcommand*{\rhs}{r.h.s.\@\xspace} |
| | \newcommand*{\etc}{etc.\@\xspace} |
| | \newcommand*{\cf}{cf.\@\xspace} |
| | \newcommand*{\resp}{resp.\@\xspace} |
| |
|
| | \newcommand*\er{\mathrm{er}} |
| | \newcommand*\ess{\operatorname{ess}} |
| |
|
| | \let\originalleft\left |
| | \let\originalright\right |
| | \renewcommand{\left}{\mathopen{}\mathclose\bgroup\originalleft} |
| | \renewcommand{\right}{\aftergroup\egroup\originalright} |
| |
|
| | \let\up\textsuperscript |
| | \let\vec\boldsymbol |
| |
|
| |
|
| | \newcommand{\defeq}{\mathrel{:\mkern-0.25mu=}} |
| | \newcommand{\eqdef}{\mathrel{=\mkern-0.25mu:}} |
| |
|
| | \newcommand{\figleft}{{\em (Left)}} |
| | \newcommand{\figcenter}{{\em (Center)}} |
| | \newcommand{\figright}{{\em (Right)}} |
| | \newcommand{\figtop}{{\em (Top)}} |
| | \newcommand{\figbottom}{{\em (Bottom)}} |
| | \newcommand{\captiona}{{\em (a)}} |
| | \newcommand{\captionb}{{\em (b)}} |
| | \newcommand{\captionc}{{\em (c)}} |
| | \newcommand{\captiond}{{\em (d)}} |
| |
|
| | \newcommand{\newterm}[1]{{\bf #1}} |
| | \def\figref#1{figure~\ref{#1}} |
| | \def\Figref#1{Figure~\ref{#1}} |
| | \def\twofigref#1#2{figures \ref{#1} and \ref{#2}} |
| | \def\trifigref#1#2#3#4{figures \ref{#1}, \ref{#2}, and \ref{#3}} |
| | \def\quadfigref#1#2#3#4{figures \ref{#1}, \ref{#2}, \ref{#3} and \ref{#4}} |
| | \def\secref#1{section~\ref{#1}} |
| | \def\Secref#1{Section~\ref{#1}} |
| | \def\Termref#1{Term~\ref{#1}} |
| | \def\twosecref#1#2{sections \ref{#1} and \ref{#2}} |
| | \def\trisecref#1#2#3{sections \ref{#1}, \ref{#2} and \ref{#3}} |
| | \def\appref#1{appendix~\ref{#1}} |
| | \def\Appref#1{Appendix~\ref{#1}} |
| | \def\suppref#1{supp.~\ref{#1}} |
| | \def\Suppref#1{Supp.~\ref{#1}} |
| | \def\eqref#1{eq.~\ref{#1}} |
| | \def\Eqref#1{Eq.~\ref{#1}} |
| | \def\plaineqref#1{\ref{#1}} |
| | \def\chapref#1{chapter~\ref{#1}} |
| | \def\Chapref#1{Chapter~\ref{#1}} |
| | \def\rangechapref#1#2{chapters\ref{#1}--\ref{#2}} |
| | \def\algref#1{algorithm~\ref{#1}} |
| | \def\Algref#1{Algorithm~\ref{#1}} |
| | \def\twoalgref#1#2{algorithms \ref{#1} and \ref{#2}} |
| | \def\Twoalgref#1#2{Algorithms \ref{#1} and \ref{#2}} |
| | \def\partref#1{part~\ref{#1}} |
| | \def\Partref#1{Part~\ref{#1}} |
| | \def\twopartref#1#2{parts \ref{#1} and \ref{#2}} |
| |
|
| | \def\Tabref#1{Table~\ref{#1}} |
| | \def\tabref#1{table~\ref{#1}} |
| | \def\twotabref#1#2{tables \ref{#1} and \ref{#2}} |
| |
|
| | \def\ceil#1{\lceil #1 \rceil} |
| | \def\floor#1{\lfloor #1 \rfloor} |
| |
|
| | \newcommand{\Lp}{\mathcal{L}^\text{prior}} |
| | \newcommand{\Ll}{\mathcal{L}^\text{likeli}} |
| | \newcommand{\Lal}{\Ls^{\text{l}\widehat{\text{ikel}}\text{i}}} |
| |
|
| | \def\eps{{\varepsilon}} |
| |
|
| |
|
| | \def\xopt{{x^{*}}} |
| | \def\Gopt{{G^{*}}} |
| |
|
| | \def\p{{\textnormal{p}}} |
| | \def\P{{\textnormal{p}}} |
| | \def\Q{{\textnormal{q}}} |
| | \def\q{{\textnormal{q}}} |
| |
|
| | \def\gTh{{\hat \gT}} |
| | \def\gDh{{\hat \gD}} |
| | \def\gPh{{\hat \gP}} |
| | \newcommand{\tin}[1]{\mbox{\tiny $#1$}} |
| |
|
| |
|
| | \def\reta{{\textnormal{$\eta$}}} |
| | \def\ra{{\textnormal{a}}} |
| | \def\rb{{\textnormal{b}}} |
| | \def\rc{{\textnormal{c}}} |
| | \def\rd{{\textnormal{d}}} |
| | \def\re{{\textnormal{e}}} |
| | \def\rf{{\textnormal{f}}} |
| | \def\rg{{\textnormal{g}}} |
| | \def\rh{{\textnormal{h}}} |
| | \def\ri{{\textnormal{i}}} |
| | \def\rj{{\textnormal{j}}} |
| | \def\rk{{\textnormal{k}}} |
| | \def\rl{{\textnormal{l}}} |
| | \def\rn{{\textnormal{n}}} |
| | \def\ro{{\textnormal{o}}} |
| | \def\rp{{\textnormal{p}}} |
| | \def\rq{{\textnormal{q}}} |
| | \def\rr{{\textnormal{r}}} |
| | \def\rs{{\textnormal{s}}} |
| | \def\rt{{\textnormal{t}}} |
| | \def\ru{{\textnormal{u}}} |
| | \def\rv{{\textnormal{v}}} |
| | \def\rw{{\textnormal{w}}} |
| | \def\reps{{\mathcal{E}}} |
| | \def\rtheta{{\Theta}} |
| | \def\rx{{X}} |
| | \def\ry{{Y}} |
| | \def\rz{{Z}} |
| |
|
| |
|
| | \def\S{\mathcal{S}} |
| | \def\T{\mathcal{T}} |
| | \def\X{\mathcal{X}} |
| | \def\Y{\mathcal{Y}} |
| | \def\U{\mathcal{U}} |
| |
|
| | \def\rvepsilon{{\mathbf{\epsilon}}} |
| | \def\rva{{\mathbf{a}}} |
| | \def\rvb{{\mathbf{b}}} |
| | \def\rvc{{\mathbf{c}}} |
| | \def\rvd{{\mathbf{d}}} |
| | \def\rve{{\mathbf{e}}} |
| | \def\rvf{{\mathbf{f}}} |
| | \def\rvg{{\mathbf{g}}} |
| | \def\rvh{{\mathbf{h}}} |
| | \def\rvu{{\mathbf{i}}} |
| | \def\rvj{{\mathbf{j}}} |
| | \def\rvk{{\mathbf{k}}} |
| | \def\rvl{{\mathbf{l}}} |
| | \def\rvm{{\mathbf{m}}} |
| | \def\rvn{{\mathbf{n}}} |
| | \def\rvo{{\mathbf{o}}} |
| | \def\rvp{{\mathbf{p}}} |
| | \def\rvq{{\mathbf{q}}} |
| | \def\rvr{{\mathbf{r}}} |
| | \def\rvs{{\mathbf{s}}} |
| | \def\rvt{{\mathbf{t}}} |
| | \def\rvu{{\mathbf{u}}} |
| | \def\rvv{{\mathbf{v}}} |
| | \def\rvw{{\mathbf{w}}} |
| | \def\rvx{{\mathbf{x}}} |
| | \def\rvy{{\mathbf{y}}} |
| | \def\rvz{{\mathbf{z}}} |
| | \def\rvtheta{{\bm{\theta}}} |
| |
|
| | \def\erva{{\textnormal{a}}} |
| | \def\ervb{{\textnormal{b}}} |
| | \def\ervc{{\textnormal{c}}} |
| | \def\ervd{{\textnormal{d}}} |
| | \def\erve{{\textnormal{e}}} |
| | \def\ervf{{\textnormal{f}}} |
| | \def\ervg{{\textnormal{g}}} |
| | \def\ervh{{\textnormal{h}}} |
| | \def\ervi{{\textnormal{i}}} |
| | \def\ervj{{\textnormal{j}}} |
| | \def\ervk{{\textnormal{k}}} |
| | \def\ervl{{\textnormal{l}}} |
| | \def\ervm{{\textnormal{m}}} |
| | \def\ervn{{\textnormal{n}}} |
| | \def\ervo{{\textnormal{o}}} |
| | \def\ervp{{\textnormal{p}}} |
| | \def\ervq{{\textnormal{q}}} |
| | \def\ervr{{\textnormal{r}}} |
| | \def\ervs{{\textnormal{s}}} |
| | \def\ervt{{\textnormal{t}}} |
| | \def\ervu{{\textnormal{u}}} |
| | \def\ervv{{\textnormal{v}}} |
| | \def\ervw{{\textnormal{w}}} |
| | \def\ervx{{\textnormal{x}}} |
| | \def\ervy{{\textnormal{y}}} |
| | \def\ervz{{\textnormal{z}}} |
| |
|
| | \def\rmA{{\mathbf{A}}} |
| | \def\rmB{{\mathbf{B}}} |
| | \def\rmC{{\mathbf{C}}} |
| | \def\rmD{{\mathbf{D}}} |
| | \def\rmE{{\mathbf{E}}} |
| | \def\rmF{{\mathbf{F}}} |
| | \def\rmG{{\mathbf{G}}} |
| | \def\rmH{{\mathbf{H}}} |
| | \def\rmI{{\mathbf{I}}} |
| | \def\rmJ{{\mathbf{J}}} |
| | \def\rmK{{\mathbf{K}}} |
| | \def\rmL{{\mathbf{L}}} |
| | \def\rmM{{\mathbf{M}}} |
| | \def\rmN{{\mathbf{N}}} |
| | \def\rmO{{\mathbf{O}}} |
| | \def\rmP{{\mathbf{P}}} |
| | \def\rmQ{{\mathbf{Q}}} |
| | \def\rmR{{\mathbf{R}}} |
| | \def\rmS{{\mathbf{S}}} |
| | \def\rmT{{\mathbf{T}}} |
| | \def\rmU{{\mathbf{U}}} |
| | \def\rmV{{\mathbf{V}}} |
| | \def\rmW{{\mathbf{W}}} |
| | \def\rmx{{\mathbf{x}}} |
| | \def\rmy{{\mathbf{y}}} |
| | \def\rmz{{\mathbf{Z}}} |
| |
|
| | \def\ermA{{\textnormal{A}}} |
| | \def\ermB{{\textnormal{B}}} |
| | \def\ermC{{\textnormal{C}}} |
| | \def\ermD{{\textnormal{D}}} |
| | \def\ermE{{\textnormal{E}}} |
| | \def\ermF{{\textnormal{F}}} |
| | \def\ermG{{\textnormal{G}}} |
| | \def\ermH{{\textnormal{H}}} |
| | \def\ermI{{\textnormal{I}}} |
| | \def\ermJ{{\textnormal{J}}} |
| | \def\ermK{{\textnormal{K}}} |
| | \def\ermL{{\textnormal{L}}} |
| | \def\ermM{{\textnormal{M}}} |
| | \def\ermN{{\textnormal{N}}} |
| | \def\ermO{{\textnormal{O}}} |
| | \def\ermP{{\textnormal{P}}} |
| | \def\ermQ{{\textnormal{Q}}} |
| | \def\ermR{{\textnormal{R}}} |
| | \def\ermS{{\textnormal{S}}} |
| | \def\ermT{{\textnormal{T}}} |
| | \def\ermU{{\textnormal{U}}} |
| | \def\ermV{{\textnormal{V}}} |
| | \def\ermW{{\textnormal{W}}} |
| | \def\ermX{{\textnormal{X}}} |
| | \def\ermY{{\textnormal{Y}}} |
| | \def\ermZ{{\textnormal{Z}}} |
| |
|
| | \def\vzero{{\bm{0}}} |
| | \def\vone{{\bm{1}}} |
| | \def\va{{\bm{a}}} |
| | \def\vb{{\bm{b}}} |
| | \def\vc{{\bm{c}}} |
| | \def\vd{{\bm{d}}} |
| | \def\ve{{\bm{e}}} |
| | \def\vf{{\bm{f}}} |
| | \def\vg{{\bm{g}}} |
| | \def\vh{{\bm{h}}} |
| | \def\vi{{\bm{i}}} |
| | \def\vj{{\bm{j}}} |
| | \def\vk{{\bm{k}}} |
| | \def\vl{{\bm{l}}} |
| | \def\vm{{\bm{m}}} |
| | \def\vn{{\bm{n}}} |
| | \def\vo{{\bm{o}}} |
| | \def\vp{{\bm{p}}} |
| | \def\vq{{\bm{q}}} |
| | \def\vr{{\bm{r}}} |
| | \def\vs{{\bm{s}}} |
| | \def\vt{{\bm{t}}} |
| | \def\vu{{\bm{u}}} |
| | \def\vv{{\bm{v}}} |
| | \def\vw{{\bm{w}}} |
| | \def\vx{{\bm{x}}} |
| | \def\vy{{\bm{y}}} |
| | \def\vz{{\bm{z}}} |
| | \def\valpha{{\bm{\alpha}}} |
| | \def\vtheta{{\bm{\theta}}} |
| | \def\vdelta{{\bm{\delta}}} |
| | \def\vDelta{{\bm{\Delta}}} |
| | \def\vmu{{\bm{\mu}}} |
| | \def\vphi{{\bm{\phi}}} |
| | \def\vSigma{{\bm{\Sigma}}} |
| | \def\evalpha{{\alpha}} |
| | \def\evbeta{{\beta}} |
| | \def\evepsilon{{\epsilon}} |
| | \def\evlambda{{\lambda}} |
| | \def\evomega{{\omega}} |
| | \def\evmu{{\mu}} |
| | \def\evpsi{{\psi}} |
| | \def\evsigma{{\sigma}} |
| | \def\evtheta{{\theta}} |
| | \def\eva{{a}} |
| | \def\evb{{b}} |
| | \def\evc{{c}} |
| | \def\evd{{d}} |
| | \def\eve{{e}} |
| | \def\evf{{f}} |
| | \def\evg{{g}} |
| | \def\evh{{h}} |
| | \def\evi{{i}} |
| | \def\evj{{j}} |
| | \def\evk{{k}} |
| | \def\evl{{l}} |
| | \def\evm{{m}} |
| | \def\evn{{n}} |
| | \def\evo{{o}} |
| | \def\evp{{p}} |
| | \def\evq{{q}} |
| | \def\evr{{r}} |
| | \def\evs{{s}} |
| | \def\evt{{t}} |
| | \def\evu{{u}} |
| | \def\evv{{v}} |
| | \def\evw{{w}} |
| | \def\evx{{x}} |
| | \def\evy{{y}} |
| | \def\evz{{z}} |
| |
|
| | \def\mA{{\bm{A}}} |
| | \def\mB{{\bm{B}}} |
| | \def\mC{{\bm{C}}} |
| | \def\mD{{\bm{D}}} |
| | \def\mE{{\bm{E}}} |
| | \def\mF{{\bm{F}}} |
| | \def\mG{{\bm{G}}} |
| | \def\mH{{\bm{H}}} |
| | \def\mI{{\bm{I}}} |
| | \def\mJ{{\bm{J}}} |
| | \def\mK{{\bm{K}}} |
| | \def\mL{{\bm{L}}} |
| | \def\mM{{\bm{M}}} |
| | \def\mN{{\bm{N}}} |
| | \def\mO{{\bm{O}}} |
| | \def\mP{{\bm{P}}} |
| | \def\mQ{{\bm{Q}}} |
| | \def\mR{{\bm{R}}} |
| | \def\mS{{\bm{S}}} |
| | \def\mT{{\bm{T}}} |
| | \def\mU{{\bm{U}}} |
| | \def\mV{{\bm{V}}} |
| | \def\mW{{\bm{W}}} |
| | \def\mX{{\bm{X}}} |
| | \def\mY{{\bm{Y}}} |
| | \def\mZ{{\bm{Z}}} |
| | \def\E{{\mathcal{E}}} |
| | \def\mBeta{{\bm{\beta}}} |
| | \def\mTheta{{\bm{\theta}}} |
| | \def\mPhi{{\bm{\Phi}}} |
| | \def\mLambda{{\bm{\Lambda}}} |
| | \def\mSigma{{\bm{\Sigma}}} |
| |
|
| | \DeclareMathAlphabet{\mathsfit}{\encodingdefault}{\sfdefault}{m}{sl} |
| | \SetMathAlphabet{\mathsfit}{bold}{\encodingdefault}{\sfdefault}{bx}{n} |
| | \newcommand{\tens}[1]{\bm{\mathsfit{#1}}} |
| | \def\tA{{\tens{A}}} |
| | \def\tB{{\tens{B}}} |
| | \def\tC{{\tens{C}}} |
| | \def\tD{{\tens{D}}} |
| | \def\tE{{\tens{E}}} |
| | \def\tF{{\tens{F}}} |
| | \def\tG{{\tens{G}}} |
| | \def\tH{{\tens{H}}} |
| | \def\tI{{\tens{I}}} |
| | \def\tJ{{\tens{J}}} |
| | \def\tK{{\tens{K}}} |
| | \def\tL{{\tens{L}}} |
| | \def\tM{{\tens{M}}} |
| | \def\tN{{\tens{N}}} |
| | \def\tO{{\tens{O}}} |
| | \def\tP{{\tens{P}}} |
| | \def\tQ{{\tens{Q}}} |
| | \def\tR{{\tens{R}}} |
| | \def\tS{{\tens{S}}} |
| | \def\tT{{\tens{T}}} |
| | \def\tU{{\tens{U}}} |
| | \def\tV{{\tens{V}}} |
| | \def\tW{{\tens{W}}} |
| | \def\tX{{\tens{X}}} |
| | \def\tY{{\tens{Y}}} |
| | \def\tZ{{\tens{Z}}} |
| |
|
| | \def\tx{{\tens{x}}} |
| |
|
| |
|
| | \def\gA{{\mathcal{A}}} |
| | \def\gB{{\mathcal{B}}} |
| | \def\gC{{\mathcal{C}}} |
| | \def\gD{{\mathcal{D}}} |
| | \def\gE{{\mathcal{E}}} |
| | \def\gF{{\mathcal{F}}} |
| | \def\gG{{\mathcal{G}}} |
| | \def\gGh{{\hat\gG}} |
| | \def\gFh{{\hat\gF}} |
| |
|
| |
|
| | \def\gH{{\mathcal{H}}} |
| | \def\gI{{\mathcal{I}}} |
| | \def\gJ{{\mathcal{J}}} |
| | \def\gK{{\mathcal{K}}} |
| | \def\gL{{\mathcal{L}}} |
| | \def\gM{{\mathcal{M}}} |
| | \def\gN{{\mathcal{N}}} |
| | \def\gO{{\mathcal{O}}} |
| | \def\gP{{\mathcal{P}}} |
| | \def\gQ{{\mathcal{Q}}} |
| | \def\gR{{\mathcal{R}}} |
| | \def\gS{{\mathcal{S}}} |
| | \def\gT{{\mathcal{T}}} |
| | \def\gU{{\mathcal{U}}} |
| | \def\gV{{\mathcal{V}}} |
| | \def\gW{{\mathcal{W}}} |
| | \def\gX{{\mathcal{X}}} |
| | \def\gY{{\mathcal{Y}}} |
| | \def\gZ{{\mathcal{Z}}} |
| |
|
| | \def\sA{{\mathbb{A}}} |
| | \def\sB{{\mathbb{B}}} |
| | \def\sC{{\mathbb{C}}} |
| | \def\sD{{\mathbb{D}}} |
| | \def\sF{{\mathbb{F}}} |
| | \def\sG{{\mathbb{G}}} |
| | \def\sH{{\mathbb{H}}} |
| | \def\sI{{\mathbb{I}}} |
| | \def\sJ{{\mathbb{J}}} |
| | \def\sK{{\mathbb{K}}} |
| | \def\sL{{\mathbb{L}}} |
| | \def\sM{{\mathbb{M}}} |
| | \def\sN{{\mathbb{N}}} |
| | \def\sO{{\mathbb{O}}} |
| | \def\sP{{\mathbb{P}}} |
| | \def\sQ{{\mathbb{Q}}} |
| | \def\sR{{\mathbb{R}}} |
| | \def\sS{{\mathbb{S}}} |
| | \def\sU{{\mathbb{U}}} |
| | \def\sV{{\mathbb{V}}} |
| | \def\sW{{\mathbb{W}}} |
| | \def\sX{{\mathcal{X}}} |
| | \def\sY{{\mathcal{Y}}} |
| | \def\sZ{{\mathcal{Z}}} |
| | \def\sTheta{{\bm{\Theta}}} |
| |
|
| | \def\emLambda{{\Lambda}} |
| | \def\emA{{A}} |
| | \def\emB{{B}} |
| | \def\emC{{C}} |
| | \def\emD{{D}} |
| | \def\emE{{E}} |
| | \def\emF{{F}} |
| | \def\emG{{G}} |
| | \def\emH{{H}} |
| | \def\emI{{I}} |
| | \def\emJ{{J}} |
| | \def\emK{{K}} |
| | \def\emL{{L}} |
| | \def\emM{{M}} |
| | \def\emN{{N}} |
| | \def\emO{{O}} |
| | \def\emP{{P}} |
| | \def\emQ{{Q}} |
| | \def\emR{{R}} |
| | \def\emS{{S}} |
| | \def\emT{{T}} |
| | \def\emU{{U}} |
| | \def\emV{{V}} |
| | \def\emW{{W}} |
| | \def\emX{{X}} |
| | \def\emY{{Y}} |
| | \def\emZ{{Z}} |
| | \def\emSigma{{\Sigma}} |
| |
|
| | \newcommand{\etens}[1]{\mathsfit{#1}} |
| | \def\etLambda{{\etens{\Lambda}}} |
| | \def\etA{{\etens{A}}} |
| | \def\etB{{\etens{B}}} |
| | \def\etC{{\etens{C}}} |
| | \def\etD{{\etens{D}}} |
| | \def\etE{{\etens{E}}} |
| | \def\etF{{\etens{F}}} |
| | \def\etG{{\etens{G}}} |
| | \def\etH{{\etens{H}}} |
| | \def\etI{{\etens{I}}} |
| | \def\etJ{{\etens{J}}} |
| | \def\etK{{\etens{K}}} |
| | \def\etL{{\etens{L}}} |
| | \def\etM{{\etens{M}}} |
| | \def\etN{{\etens{N}}} |
| | \def\etO{{\etens{O}}} |
| | \def\etP{{\etens{P}}} |
| | \def\etQ{{\etens{Q}}} |
| | \def\etR{{\etens{R}}} |
| | \def\etS{{\etens{S}}} |
| | \def\etT{{\etens{T}}} |
| | \def\etU{{\etens{U}}} |
| | \def\etV{{\etens{V}}} |
| | \def\etW{{\etens{W}}} |
| | \def\etX{{\etens{X}}} |
| | \def\etY{{\etens{Y}}} |
| | \def\etZ{{\etens{Z}}} |
| |
|
| | \newcommand{\pdata}{p_{\rm{data}}} |
| | \newcommand{\ptrain}{\hat{p}_{\rm{data}}} |
| | \newcommand{\Ptrain}{\hat{P}_{\rm{data}}} |
| | \newcommand{\pmodel}{p_{\rm{model}}} |
| | \newcommand{\Pmodel}{P_{\rm{model}}} |
| | \newcommand{\ptildemodel}{\tilde{p}_{\rm{model}}} |
| | \newcommand{\pencode}{p_{\rm{encoder}}} |
| | \newcommand{\pdecode}{p_{\rm{decoder}}} |
| | \newcommand{\precons}{p_{\rm{reconstruct}}} |
| | \newcommand{\dd}{\mathrm{d}} |
| |
|
| | \newcommand{\laplace}{\mathrm{Laplace}} |
| |
|
| | \newcommand{\KL}{$\mathrm{KL}$\@\xspace} |
| | \newcommand{\Kl}{\mathrm{KL}} |
| | \newcommand{\Esp}{\mathbb{E}} |
| | \newcommand{\Ls}{\mathcal{L}} |
| | \newcommand{\emp}{\tilde{p}} |
| | \newcommand{\lr}{\alpha} |
| | \newcommand{\reg}{\lambda} |
| | \newcommand{\rect}{\mathrm{rectifier}} |
| | \newcommand{\softmax}{\mathrm{softmax}} |
| | \newcommand{\slerp}{\mathrm{slerp}} |
| | \newcommand{\sigmoid}{\sigma} |
| | \newcommand{\softplus}{\zeta} |
| | \newcommand{\Var}{\mathrm{Var}} |
| | \newcommand{\standarderror}{\mathrm{SE}} |
| | \newcommand{\Cov}{\mathrm{Cov}} |
| | \newcommand{\Span}{\mathrm{Span}} |
| | \newcommand{\card}{\mathrm{card}} |
| |
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| |
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| | \newcommand{\KLD}[2]{D_{\mathrm{KL}} \left( \left. \left. #1 \right|\right| #2 \right) } |
| | \newcommand{\normlzero}{L^0} |
| | \newcommand{\normlone}{L^1} |
| | \newcommand{\normltwo}{L^2} |
| | \newcommand{\normlp}{L^p} |
| | \newcommand{\normmax}{L^\infty} |
| |
|
| | \newcommand{\pihalf}{\frac{\pi}{2}} |
| |
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| |
|
| | \newcommand{\parents}{Pa} |
| |
|
| | \DeclareMathOperator*{\argmax}{argmax} |
| | \DeclareMathOperator*{\argmin}{argmin} |
| | \newcommand{\acc}{\mathrm{Acc}} |
| | \newcommand{\1}{\mathds{1}} |
| | \DeclareMathOperator{\sign}{sign} |
| | \DeclareMathOperator{\Tr}{Tr} |
| | \let\ab\allowbreak |
| |
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