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zckRhWRndX{>Xgu4cc+rmQkq?^{b$E1wSM76%qP;(8y6B~nGT1tU+x3@+QbA<EhG<* zW2x<Y_t>|RnC1#cVk!I0*Mv1Dkab|~g25Kal~(JKWwNS!@x;ap)gH8cCYoN@8YhZr zWvu+fNDZ}RqUgAuAs3g+uJ~FjI=<&MrHXy?*+@949oU96`a=ZwA;Te%x(LW76>gXh zkL7`XJAY#y)jPkQiKa-e4@=6W?Jqh?wwu^r2$F5Q?}4f-n?SEuMU5N&5BzVr4W}gb oN6g$&HcKu&ndS2LC60*n36H!T?vDk+wUKbPs;{JE<!BB34=qmMX#fBK diff --git a/paper/paper.tex b/paper/paper.tex index b6b92a96..7c6c3ff0 100644 --- a/paper/paper.tex +++ b/paper/paper.tex @@ -31,10 +31,11 @@ \usepackage{microtype} % microtypography \usepackage{xcolor} % colors \usepackage{amsmath} +\usepackage{graphicx} % Bibliography \bibliographystyle{plainnat} -\setcitestyle{authoryear, round, comma} +\setcitestyle{numbers,square,comma} \title{Conformal Counterfactual Explanations} @@ -118,26 +119,24 @@ Most state-of-the-art approaches to generating Counterfactual Explanations (CE) where $\text{yloss}$ denotes the primary loss function already introduced above and $\text{cost}$ is either a single penalty or a collection of penalties that are used to impose constraints through regularization. Following the convention in \citet{altmeyer2023endogenous} we use $\mathbf{s}^\prime=\{ s_k\}_K$ to denote the vector $K$-dimensional array of counterfactual states. This is to explicitly account for the fact that we can generate multiple counterfactuals, as with DiCE \citep{mothilal2020explaining}, and may choose to traverse a latent representation $\mathcal{Z}$ of the feature space $\mathcal{X}$, as we will discuss further below. -Solutions to Equation~\ref{eq:general} are considered valid as soon as the predicted label matches the target label. A stripped-down counterfactual explanation is therefore little different from an adversarial example. In, for example, generic counterfactual search as in \citet{wachter2017counterfactual} has been applied to MNIST data. +Solutions to Equation~\ref{eq:general} are considered valid as soon as the predicted label matches the target label. A stripped-down counterfactual explanation is therefore little different from an adversarial example. In Figure~\ref{fig:adv}, for example, generic counterfactual search as in \citet{wachter2017counterfactual} has been applied to MNIST data. + +To properly serve both AI practitioners and individuals affected by AI decision-making systems, Counterfactual Explanations should have certain desirable properties, sometimes referred to as \textit{desiderata}. Besides diversity, which we already introduced above, some of the most prominent desiderata include sparsity, proximity \citep{wachter2017counterfactual}, actionability~\citep{ustun2019actionable}, plausibility \citep{joshi2019realistic,poyiadzi2020face,schut2021generating}, robustness \citep{upadhyay2021robust,pawelczyk2022probabilistically,altmeyer2023endogenous} and causality~\citep{karimi2021algorithmic}. Researchers have come up with various ways to meet these desiderata, which have been surveyed in~\citep{verma2020counterfactual} and~\citep{karimi2020survey}. \begin{figure} \centering - \fbox{\rule[-.5cm]{0cm}{4cm} \rule[-.5cm]{4cm}{0cm}} - \caption{Sample figure caption.} + \begin{minipage}[t]{0.45\textwidth} + \centering + \includegraphics[width=\textwidth]{www/you_may_not_like_it.png} + \caption{You may not like it, but this is what stripped-down counterfactuals look like. Counterfactuals for turning an 8 (eight) into a 3 (three) using different methodologies. Left: Using the generic approach proposed in \citet{wachter2017counterfactual}. Center: Using REVISE \citep{joshi2019realistic} with a well-specified surrogate. Right: Using REVISE \citep{joshi2019realistic} with a poorly specified surrogate.}\label{fig:adv} + \end{minipage}\hfill + \begin{minipage}[t]{0.45\textwidth} + \centering + \includegraphics[width=\textwidth]{www/mnist_9to4_latent.png} + \caption{Using surrogates introduces a dependency. Counterfactuals for turning a 9 (nine) into a 4 (four) using REVISE: original image (left); counterfactual using a well-specified surrogate (center); and counterfactual using a poorly specified surrogate (right).}\label{fig:vae} + \end{minipage} \end{figure} -To properly serve both AI practitioners and individuals affected by AI decision-making systems, Counterfactual Explanations should have certain desirable properties, sometimes referred to as \textit{desiderata}. Besides diversity, which we already introduced above, some of the most prominent desiderata include sparsity, proximity \citep{wachter2017counterfactual}, actionability~\citep{ustun2019actionable}, plausibility \citep{joshi2019realistic,poyiadzi2020face,schut2021generating}, robustness \citep{upadhyay2021robust,pawelczyk2022probabilistically,altmeyer2023endogenous} and causality~\citep{karimi2021algorithmic}. Researchers have come up with various ways to meet these desiderata, which have been surveyed in~\citep{verma2020counterfactual} and~\citep{karimi2020survey}. - - -\section*{References} - - -References follow the acknowledgments. Use unnumbered first-level heading for -the references. Any choice of citation style is acceptable as long as you are -consistent. It is permissible to reduce the font size to \verb+small+ (9 point) -when listing the references. -Note that the Reference section does not count towards the page limit. - \medskip \bibliography{../bib} @@ -499,6 +498,14 @@ More information about this disclosure can be found at: \url{https://neurips.cc/ Do {\bf not} include this section in the anonymized submission, only in the final paper. You can use the \texttt{ack} environment provided in the style file to autmoatically hide this section in the anonymized submission. \end{ack} +\section*{References} + + +References follow the acknowledgments. Use unnumbered first-level heading for +the references. Any choice of citation style is acceptable as long as you are +consistent. It is permissible to reduce the font size to \verb+small+ (9 point) +when listing the references. +Note that the Reference section does not count towards the page limit. %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% \section*{Checklist} diff --git a/notebooks/www/you_may_not_like_it.png b/paper/www/you_may_not_like_it.png similarity index 100% rename from notebooks/www/you_may_not_like_it.png rename to paper/www/you_may_not_like_it.png -- GitLab