Granular reference values. Counterfactual explanations generated by Diff-AE-RE for different reference values $\tilde y \in {10,20,40,60,80}$ for an image with an initial predicted age of 20. We show ...
This repository contains the code for the paper "Gumbel Counterfactual Generation from Language Models". In this work, we conceptualize LMs as Generalized Causal Models (GCMs), enabling us to generate ...
It is commonly agreed that when evaluating the validity of an argument involving context-sensitive expressions, the context should be held fixed. In their 2008 essay "Counterfactuals and Context," ...
A new kind of machine-learning model is set to improve automated decision making in finance, health care, ad targeting, and more. A new kind of machine-learning model built by a team of researchers at ...
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