arxived

README.md

 # ECCCo
 
-![](www/poc_gradient_fields.png)
+![](paper/camera-ready/figures/poc_gradient_fields.png)
 
 *Energy-Constrained Counterfactual Explanations.*
 

experiments/notebooks/annex.qmd

@@ -56,5 +56,5 @@ plt = plot(
     layout=(1,length(models)), size=(width,round(1.0width)/length(models)),
     ticks=false
 )
-savefig(plt, "www/dist_energy.png")
+savefig(plt, "paper/www/dist_energy.png")
 ```
\ No newline at end of file

experiments/notebooks/setup.jl

@@ -3,4 +3,4 @@ Plots.theme(:wong)
 img_height = 300
 panel_height = 250
 paper_figpath = "paper/camera-ready/figures"
-output_images_path = "www/"
\ No newline at end of file
+output_images_path = "paper/www/"
\ No newline at end of file

paper/partials/appendix.tex

@@ -62,13 +62,13 @@ Contrary to existing work, we have not typically used the entire minibatch of tr
 
 \begin{figure}
   \centering
-  \includegraphics[width=0.75\linewidth]{../www/mnist_generated_JEM Ensemble.png}
+  \includegraphics[width=0.75\linewidth]{www/mnist_generated_JEM_Ensemble.png}
   \caption{Conditionally generated \textit{MNIST} images for our JEM Ensemble.}\label{fig:mnist-gen}
 \end{figure}
 
 \begin{figure}
   \centering
-  \includegraphics[width=0.5\linewidth]{../www/poc_conditional_samples.png}
+  \includegraphics[width=0.5\linewidth]{www/poc_conditional_samples.png}
   \caption{Conditionally generated samples (stars) for our \textit{Linearly Separable} data using a JEM.}\label{fig:poc-gen}
 \end{figure}
 \subsubsection{Inference: Quantifying Models' Generative Property}
@@ -105,7 +105,7 @@ In addition to the smooth set size penalty,~\citet{stutz2022learning} also propo
 
 \begin{figure}
   \centering
-  \includegraphics[width=1.0\linewidth]{../www/poc_set_size.png}
+  \includegraphics[width=1.0\linewidth]{www/poc_set_size.png}
   \caption{Prediction set size (left), smooth set size loss (centre) and configurable classification loss (right) for a JEM trained on our \textit{Linearly Separable} data.}\label{fig:cp-diff}
 \end{figure}
 
@@ -260,31 +260,31 @@ Figures~\ref{fig:mnist-eccco-lenet} to~\ref{fig:mnist-eccco-jem-ens} show exampl
 
 \begin{figure}
   \centering
-  \includegraphics[width=1.0\linewidth]{../www/mnist_all_lenet_eccco.png}
+  \includegraphics[width=1.0\linewidth]{www/mnist_all_lenet_eccco.png}
   \caption{Counterfactuals for \textit{MNIST} data generated by \textit{ECCCo+}. The underlying model is a LeNet-5 \textit{CNN}. Original images are shown on the diagonal with the corresponding counterfactuals plotted across rows.}\label{fig:mnist-eccco-lenet}
 \end{figure}
 
 \begin{figure}
   \centering
-  \includegraphics[width=1.0\linewidth]{../www/mnist_all_mlp_eccco.png}
+  \includegraphics[width=1.0\linewidth]{www/mnist_all_mlp_eccco.png}
   \caption{Counterfactuals for \textit{MNIST} data generated by \textit{ECCCo+}. The underlying model is an \textit{MLP}. Original images are shown on the diagonal with the corresponding counterfactuals plotted across rows.}\label{fig:mnist-eccco-mlp}
 \end{figure}
 
 \begin{figure}
   \centering
-  \includegraphics[width=1.0\linewidth]{../www/mnist_all_mlp_ens_eccco.png}
+  \includegraphics[width=1.0\linewidth]{www/mnist_all_mlp_ens_eccco.png}
   \caption{Counterfactuals for \textit{MNIST} data generated by \textit{ECCCo+}. The underlying model is an \textit{MLP} ensemble. Original images are shown on the diagonal with the corresponding counterfactuals plotted across rows.}\label{fig:mnist-eccco-mlp-ens}
 \end{figure}
 
 \begin{figure}
   \centering
-  \includegraphics[width=1.0\linewidth]{../www/mnist_all_jem_eccco.png}
+  \includegraphics[width=1.0\linewidth]{www/mnist_all_jem_eccco.png}
   \caption{Counterfactuals for \textit{MNIST} data generated by \textit{ECCCo+}. The underlying model is a \textit{JEM}. Original images are shown on the diagonal with the corresponding counterfactuals plotted across rows.}\label{fig:mnist-eccco-jem}
 \end{figure}
 
 \begin{figure}
   \centering
-  \includegraphics[width=1.0\linewidth]{../www/mnist_all_jem_ens_eccco.png}
+  \includegraphics[width=1.0\linewidth]{www/mnist_all_jem_ens_eccco.png}
   \caption{Counterfactuals for \textit{MNIST} data generated by \textit{ECCCo+}. The underlying model is a \textit{JEM} ensemble. Original images are shown on the diagonal with the corresponding counterfactuals plotted across rows.}\label{fig:mnist-eccco-jem-ens}
 \end{figure}
 
@@ -292,37 +292,37 @@ Figures~\ref{fig:mnist-eccco-lenet} to~\ref{fig:mnist-eccco-jem-ens} show exampl
 
 \begin{figure}
   \centering
-  \includegraphics[width=1.0\linewidth]{../www/mnist_all_lenet_revise.png}
+  \includegraphics[width=1.0\linewidth]{www/mnist_all_lenet_revise.png}
   \caption{Counterfactuals for \textit{MNIST} data generated by \textit{REVISE}. The underlying model is a LeNet-5 \textit{CNN}. Original images are shown on the diagonal with the corresponding counterfactuals plotted across rows.}\label{fig:mnist-revise-lenet}
 \end{figure}
 
 \begin{figure}
   \centering
-  \includegraphics[width=1.0\linewidth]{../www/mnist_all_mlp_revise.png}
+  \includegraphics[width=1.0\linewidth]{www/mnist_all_mlp_revise.png}
   \caption{Counterfactuals for \textit{MNIST} data generated by \textit{REVISE}. The underlying model is an \textit{MLP}. Original images are shown on the diagonal with the corresponding counterfactuals plotted across rows.}\label{fig:mnist-revise-mlp}
 \end{figure}
 
 \begin{figure}
   \centering
-  \includegraphics[width=1.0\linewidth]{../www/mnist_all_mlp_ens_revise.png}
+  \includegraphics[width=1.0\linewidth]{www/mnist_all_mlp_ens_revise.png}
   \caption{Counterfactuals for \textit{MNIST} data generated by \textit{REVISE}. The underlying model is an \textit{MLP} ensemble. Original images are shown on the diagonal with the corresponding counterfactuals plotted across rows.}\label{fig:mnist-revise-mlp-ens}
 \end{figure}
 
 \begin{figure}
   \centering
-  \includegraphics[width=1.0\linewidth]{../www/mnist_all_jem_revise.png}
+  \includegraphics[width=1.0\linewidth]{www/mnist_all_jem_revise.png}
   \caption{Counterfactuals for \textit{MNIST} data generated by \textit{REVISE}. The underlying model is a \textit{JEM}. Original images are shown on the diagonal with the corresponding counterfactuals plotted across rows.}\label{fig:mnist-revise-jem}
 \end{figure}
 
 \begin{figure}
   \centering
-  \includegraphics[width=1.0\linewidth]{../www/mnist_all_jem_ens_revise.png}
+  \includegraphics[width=1.0\linewidth]{www/mnist_all_jem_ens_revise.png}
   \caption{Counterfactuals for \textit{MNIST} data generated by \textit{REVISE}. The underlying model is a \textit{JEM} ensemble. Original images are shown on the diagonal with the corresponding counterfactuals plotted across rows.}\label{fig:mnist-revise-jem-ens}
 \end{figure}
 
 \begin{figure}[h]
   \centering
-  \includegraphics[width=1.0\linewidth]{../www/vae_rec.png}
+  \includegraphics[width=1.0\linewidth]{www/vae_rec.png}
   \caption{Randomly drawn \textit{MNIST} images and their reconstructions generated by the VAE used by \textit{REVISE}.}\label{fig:vae-rec}
 \end{figure}