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\newcommand*\diff{\mathrm{d}} |
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\newcommand*\Image{\mathrm{Im}} |
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\newcommand*\NN{\smash{\hat{\mathcal{F}}_{\scriptsize\textrm{NN}}}} |
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\newcommand*\X{\mathcal{X}} |
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\newcommand*\Z{\mathcal{Z}} |
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\newcommand*\G{\mathcal{G}} |
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\newcommand*\D{\mathcal{D}} |
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\newcommand*\F{\mathcal{F}} |
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\newcommand*\R{\mathcal{R}} |
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\newcommand*\TR{\hat{R}} |
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\newcommand*\Deltab{\bar{\Delta}} |
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\newcommand*\h{h} |
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\newcommand*\biasb{\mathrm{bias}} |
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\newcommand*\varb{\mathrm{var}} |
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\newcommand*\covb{\mathrm{cov}} |
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\newcommand*\M{\mathcal{M}} |
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\newcommand*\B{\mathcal{B}} |
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\newcommand*\W{\mathcal{W}} |
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\newcommand*\Loss{\mathcal{L}} |
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\newcommand*{\Ftr}{\smash{\mathcal{F}_{\scriptsize\textrm{tr}}}} |
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\newcommand*{\Fts}{\smash{\mathcal{F}_{\scriptsize\textrm{ad}}}} |
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\newcommand*{\Dtr}{\smash{\mathcal{D}_{\scriptsize\textrm{tr}}}} |
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\newcommand*{\Dts}{\smash{\mathcal{D}_{\scriptsize\textrm{ad}}}} |
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\newcommand*{\Etr}{\smash{\mathcal{E}_{\scriptsize\textrm{tr}}}} |
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\newcommand*{\Ead}{\smash{\mathcal{E}_{\scriptsize\textrm{ad}}}} |
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\newcommand*{\eg}{e.g.,\@\xspace} |
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\newcommand*{\versus}{vs.\@\xspace} |
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\newcommand*{\sut}{s.t.\@\xspace} |
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\newcommand*{\ie}{i.e.,\@\xspace} |
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\newcommand*{\iid}{ID\@\xspace} |
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\newcommand*{\sota}{SoTA\@\xspace} |
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\newcommand*{\ood}{OOD\@\xspace} |
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\newcommand*{\metric}{metric} |
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\newcommand*{\wrt}{w.r.t.\@\xspace} |
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\newcommand*{\iif}{i.i.f.\@\xspace} |
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\newcommand*{\aka}{a.k.a.\@\xspace} |
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\newcommand*{\rhs}{r.h.s.\@\xspace} |
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\newcommand*{\etc}{etc.\@\xspace} |
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\newcommand*{\cf}{cf.\@\xspace} |
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\newcommand*{\resp}{resp.\@\xspace} |
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\newcommand*\er{\mathrm{er}} |
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\newcommand*\ess{\operatorname{ess}} |
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\let\originalleft\left |
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\let\originalright\right |
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\renewcommand{\left}{\mathopen{}\mathclose\bgroup\originalleft} |
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\renewcommand{\right}{\aftergroup\egroup\originalright} |
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\let\up\textsuperscript |
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\let\vec\boldsymbol |
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\newcommand{\defeq}{\mathrel{:\mkern-0.25mu=}} |
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\newcommand{\eqdef}{\mathrel{=\mkern-0.25mu:}} |
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\newcommand{\figleft}{{\em (Left)}} |
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\newcommand{\figcenter}{{\em (Center)}} |
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\newcommand{\figright}{{\em (Right)}} |
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\newcommand{\figtop}{{\em (Top)}} |
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\newcommand{\figbottom}{{\em (Bottom)}} |
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\newcommand{\captiona}{{\em (a)}} |
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\newcommand{\captionb}{{\em (b)}} |
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\newcommand{\captionc}{{\em (c)}} |
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\newcommand{\captiond}{{\em (d)}} |
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\newcommand{\newterm}[1]{{\bf #1}} |
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\def\figref#1{figure~\ref{#1}} |
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\def\Figref#1{Figure~\ref{#1}} |
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\def\twofigref#1#2{figures \ref{#1} and \ref{#2}} |
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\def\trifigref#1#2#3#4{figures \ref{#1}, \ref{#2}, and \ref{#3}} |
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\def\quadfigref#1#2#3#4{figures \ref{#1}, \ref{#2}, \ref{#3} and \ref{#4}} |
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\def\secref#1{section~\ref{#1}} |
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\def\Secref#1{Section~\ref{#1}} |
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\def\Termref#1{Term~\ref{#1}} |
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\def\twosecref#1#2{sections \ref{#1} and \ref{#2}} |
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\def\trisecref#1#2#3{sections \ref{#1}, \ref{#2} and \ref{#3}} |
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\def\appref#1{appendix~\ref{#1}} |
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\def\Appref#1{Appendix~\ref{#1}} |
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\def\suppref#1{supp.~\ref{#1}} |
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\def\Suppref#1{Supp.~\ref{#1}} |
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\def\eqref#1{eq.~\ref{#1}} |
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\def\Eqref#1{Eq.~\ref{#1}} |
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\def\plaineqref#1{\ref{#1}} |
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\def\chapref#1{chapter~\ref{#1}} |
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\def\Chapref#1{Chapter~\ref{#1}} |
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\def\rangechapref#1#2{chapters\ref{#1}--\ref{#2}} |
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\def\algref#1{algorithm~\ref{#1}} |
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\def\Algref#1{Algorithm~\ref{#1}} |
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\def\twoalgref#1#2{algorithms \ref{#1} and \ref{#2}} |
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\def\Twoalgref#1#2{Algorithms \ref{#1} and \ref{#2}} |
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\def\partref#1{part~\ref{#1}} |
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\def\Partref#1{Part~\ref{#1}} |
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\def\twopartref#1#2{parts \ref{#1} and \ref{#2}} |
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\def\Tabref#1{Table~\ref{#1}} |
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\def\tabref#1{table~\ref{#1}} |
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\def\twotabref#1#2{tables \ref{#1} and \ref{#2}} |
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\def\ceil#1{\lceil #1 \rceil} |
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\def\floor#1{\lfloor #1 \rfloor} |
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\newcommand{\Lp}{\mathcal{L}^\text{prior}} |
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\newcommand{\Ll}{\mathcal{L}^\text{likeli}} |
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\newcommand{\Lal}{\Ls^{\text{l}\widehat{\text{ikel}}\text{i}}} |
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\def\eps{{\varepsilon}} |
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\def\xopt{{x^{*}}} |
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\def\Gopt{{G^{*}}} |
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\def\p{{\textnormal{p}}} |
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\def\P{{\textnormal{p}}} |
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\def\Q{{\textnormal{q}}} |
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\def\q{{\textnormal{q}}} |
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\def\gTh{{\hat \gT}} |
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\def\gDh{{\hat \gD}} |
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\def\gPh{{\hat \gP}} |
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\newcommand{\tin}[1]{\mbox{\tiny $#1$}} |
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\def\reta{{\textnormal{$\eta$}}} |
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\def\ra{{\textnormal{a}}} |
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\def\rb{{\textnormal{b}}} |
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\def\rc{{\textnormal{c}}} |
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\def\rd{{\textnormal{d}}} |
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\def\re{{\textnormal{e}}} |
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\def\rf{{\textnormal{f}}} |
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\def\rg{{\textnormal{g}}} |
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\def\rh{{\textnormal{h}}} |
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\def\ri{{\textnormal{i}}} |
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\def\rj{{\textnormal{j}}} |
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\def\rk{{\textnormal{k}}} |
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\def\rl{{\textnormal{l}}} |
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\def\rn{{\textnormal{n}}} |
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\def\ro{{\textnormal{o}}} |
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\def\rp{{\textnormal{p}}} |
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\def\rq{{\textnormal{q}}} |
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\def\rr{{\textnormal{r}}} |
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\def\rs{{\textnormal{s}}} |
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\def\rt{{\textnormal{t}}} |
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\def\ru{{\textnormal{u}}} |
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\def\rv{{\textnormal{v}}} |
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\def\rw{{\textnormal{w}}} |
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\def\reps{{\mathcal{E}}} |
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\def\rtheta{{\Theta}} |
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\def\rx{{X}} |
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\def\ry{{Y}} |
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\def\rz{{Z}} |
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\def\S{\mathcal{S}} |
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\def\T{\mathcal{T}} |
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\def\X{\mathcal{X}} |
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\def\Y{\mathcal{Y}} |
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\def\U{\mathcal{U}} |
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\def\rvepsilon{{\mathbf{\epsilon}}} |
|
|
\def\rva{{\mathbf{a}}} |
|
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\def\rvb{{\mathbf{b}}} |
|
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\def\rvc{{\mathbf{c}}} |
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\def\rvd{{\mathbf{d}}} |
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\def\rve{{\mathbf{e}}} |
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\def\rvf{{\mathbf{f}}} |
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\def\rvg{{\mathbf{g}}} |
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\def\rvh{{\mathbf{h}}} |
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\def\rvu{{\mathbf{i}}} |
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\def\rvj{{\mathbf{j}}} |
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\def\rvk{{\mathbf{k}}} |
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\def\rvl{{\mathbf{l}}} |
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\def\rvm{{\mathbf{m}}} |
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\def\rvn{{\mathbf{n}}} |
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\def\rvo{{\mathbf{o}}} |
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\def\rvp{{\mathbf{p}}} |
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\def\rvq{{\mathbf{q}}} |
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\def\rvr{{\mathbf{r}}} |
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\def\rvs{{\mathbf{s}}} |
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\def\rvt{{\mathbf{t}}} |
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\def\rvu{{\mathbf{u}}} |
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\def\rvv{{\mathbf{v}}} |
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\def\rvw{{\mathbf{w}}} |
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\def\rvx{{\mathbf{x}}} |
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\def\rvy{{\mathbf{y}}} |
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\def\rvz{{\mathbf{z}}} |
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\def\rvtheta{{\bm{\theta}}} |
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\def\erva{{\textnormal{a}}} |
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\def\ervb{{\textnormal{b}}} |
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\def\ervc{{\textnormal{c}}} |
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\def\ervd{{\textnormal{d}}} |
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\def\erve{{\textnormal{e}}} |
|
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\def\ervf{{\textnormal{f}}} |
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\def\ervg{{\textnormal{g}}} |
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\def\ervh{{\textnormal{h}}} |
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\def\ervi{{\textnormal{i}}} |
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\def\ervj{{\textnormal{j}}} |
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\def\ervk{{\textnormal{k}}} |
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\def\ervl{{\textnormal{l}}} |
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\def\ervm{{\textnormal{m}}} |
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\def\ervn{{\textnormal{n}}} |
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\def\ervo{{\textnormal{o}}} |
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\def\ervp{{\textnormal{p}}} |
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\def\ervq{{\textnormal{q}}} |
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\def\ervr{{\textnormal{r}}} |
|
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\def\ervs{{\textnormal{s}}} |
|
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\def\ervt{{\textnormal{t}}} |
|
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\def\ervu{{\textnormal{u}}} |
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\def\ervv{{\textnormal{v}}} |
|
|
\def\ervw{{\textnormal{w}}} |
|
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\def\ervx{{\textnormal{x}}} |
|
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\def\ervy{{\textnormal{y}}} |
|
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\def\ervz{{\textnormal{z}}} |
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|
\def\rmA{{\mathbf{A}}} |
|
|
\def\rmB{{\mathbf{B}}} |
|
|
\def\rmC{{\mathbf{C}}} |
|
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\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}}} |
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|
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|
\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}}} |
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\def\gQ{{\mathcal{Q}}} |
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\def\gR{{\mathcal{R}}} |
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\def\gS{{\mathcal{S}}} |
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\def\gT{{\mathcal{T}}} |
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\def\gU{{\mathcal{U}}} |
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\def\gV{{\mathcal{V}}} |
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\def\gW{{\mathcal{W}}} |
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\def\gX{{\mathcal{X}}} |
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\def\gY{{\mathcal{Y}}} |
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\def\gZ{{\mathcal{Z}}} |
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\def\sA{{\mathbb{A}}} |
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\def\sB{{\mathbb{B}}} |
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\def\sC{{\mathbb{C}}} |
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\def\sD{{\mathbb{D}}} |
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\def\sF{{\mathbb{F}}} |
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\def\sG{{\mathbb{G}}} |
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\def\sH{{\mathbb{H}}} |
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\def\sI{{\mathbb{I}}} |
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\def\sJ{{\mathbb{J}}} |
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\def\sK{{\mathbb{K}}} |
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\def\sL{{\mathbb{L}}} |
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\def\sM{{\mathbb{M}}} |
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\def\sN{{\mathbb{N}}} |
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\def\sO{{\mathbb{O}}} |
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\def\sP{{\mathbb{P}}} |
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\def\sQ{{\mathbb{Q}}} |
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\def\sR{{\mathbb{R}}} |
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\def\sS{{\mathbb{S}}} |
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\def\sU{{\mathbb{U}}} |
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\def\sV{{\mathbb{V}}} |
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\def\sW{{\mathbb{W}}} |
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\def\sX{{\mathcal{X}}} |
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\def\sY{{\mathcal{Y}}} |
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\def\sZ{{\mathcal{Z}}} |
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\def\sTheta{{\bm{\Theta}}} |
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\def\emLambda{{\Lambda}} |
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\def\emA{{A}} |
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\def\emB{{B}} |
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\def\emC{{C}} |
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\def\emD{{D}} |
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\def\emE{{E}} |
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\def\emF{{F}} |
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\def\emG{{G}} |
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\def\emH{{H}} |
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\def\emI{{I}} |
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\def\emJ{{J}} |
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\def\emK{{K}} |
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\def\emL{{L}} |
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\def\emM{{M}} |
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\def\emN{{N}} |
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\def\emO{{O}} |
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\def\emP{{P}} |
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\def\emQ{{Q}} |
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\def\emR{{R}} |
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\def\emS{{S}} |
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\def\emT{{T}} |
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\def\emU{{U}} |
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\def\emV{{V}} |
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\def\emW{{W}} |
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\def\emX{{X}} |
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\def\emY{{Y}} |
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\def\emZ{{Z}} |
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\def\emSigma{{\Sigma}} |
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\newcommand{\etens}[1]{\mathsfit{#1}} |
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\def\etLambda{{\etens{\Lambda}}} |
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\def\etA{{\etens{A}}} |
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\def\etB{{\etens{B}}} |
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\def\etC{{\etens{C}}} |
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\def\etD{{\etens{D}}} |
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\def\etE{{\etens{E}}} |
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\def\etF{{\etens{F}}} |
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\def\etG{{\etens{G}}} |
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\def\etH{{\etens{H}}} |
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\def\etI{{\etens{I}}} |
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\def\etJ{{\etens{J}}} |
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\def\etK{{\etens{K}}} |
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\def\etL{{\etens{L}}} |
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\def\etM{{\etens{M}}} |
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\def\etN{{\etens{N}}} |
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\def\etO{{\etens{O}}} |
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\def\etP{{\etens{P}}} |
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\def\etQ{{\etens{Q}}} |
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\def\etR{{\etens{R}}} |
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\def\etS{{\etens{S}}} |
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\def\etT{{\etens{T}}} |
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\def\etU{{\etens{U}}} |
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\def\etV{{\etens{V}}} |
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\def\etW{{\etens{W}}} |
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\def\etX{{\etens{X}}} |
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\def\etY{{\etens{Y}}} |
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\def\etZ{{\etens{Z}}} |
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\newcommand{\pdata}{p_{\rm{data}}} |
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\newcommand{\ptrain}{\hat{p}_{\rm{data}}} |
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\newcommand{\Ptrain}{\hat{P}_{\rm{data}}} |
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\newcommand{\pmodel}{p_{\rm{model}}} |
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\newcommand{\Pmodel}{P_{\rm{model}}} |
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\newcommand{\ptildemodel}{\tilde{p}_{\rm{model}}} |
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\newcommand{\pencode}{p_{\rm{encoder}}} |
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\newcommand{\pdecode}{p_{\rm{decoder}}} |
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\newcommand{\precons}{p_{\rm{reconstruct}}} |
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\newcommand{\dd}{\mathrm{d}} |
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\newcommand{\laplace}{\mathrm{Laplace}} |
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\newcommand{\KL}{$\mathrm{KL}$\@\xspace} |
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\newcommand{\Kl}{\mathrm{KL}} |
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\newcommand{\Esp}{\mathbb{E}} |
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\newcommand{\Ls}{\mathcal{L}} |
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\newcommand{\emp}{\tilde{p}} |
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\newcommand{\lr}{\alpha} |
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\newcommand{\reg}{\lambda} |
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\newcommand{\rect}{\mathrm{rectifier}} |
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\newcommand{\softmax}{\mathrm{softmax}} |
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\newcommand{\slerp}{\mathrm{slerp}} |
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\newcommand{\sigmoid}{\sigma} |
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\newcommand{\softplus}{\zeta} |
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\newcommand{\Var}{\mathrm{Var}} |
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\newcommand{\standarderror}{\mathrm{SE}} |
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\newcommand{\Cov}{\mathrm{Cov}} |
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\newcommand{\Span}{\mathrm{Span}} |
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\newcommand{\card}{\mathrm{card}} |
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\newcommand{\KLD}[2]{D_{\mathrm{KL}} \left( \left. \left. #1 \right|\right| #2 \right) } |
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\newcommand{\normlzero}{L^0} |
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\newcommand{\normlone}{L^1} |
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\newcommand{\normltwo}{L^2} |
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\newcommand{\normlp}{L^p} |
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\newcommand{\normmax}{L^\infty} |
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\newcommand{\pihalf}{\frac{\pi}{2}} |
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\newcommand{\parents}{Pa} |
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\DeclareMathOperator*{\argmax}{argmax} |
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\DeclareMathOperator*{\argmin}{argmin} |
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\newcommand{\acc}{\mathrm{Acc}} |
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\newcommand{\1}{\mathds{1}} |
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\DeclareMathOperator{\sign}{sign} |
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\DeclareMathOperator{\Tr}{Tr} |
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\let\ab\allowbreak |
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