most citedRobust image representations with counterfactual contrastive learning

9 citations · 10 across the 5 of their papers we have counts for

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cs.LG2025

Counterfactual Identifiability via Dynamic Optimal Transport

Fabio De Sousa Ribeiro, Ainkaran Santhirasekaram, Ben Glocker

We address the open question of counterfactual identification for high-dimensional multivariate outcomes from observational data. Pearl (2000) argues that counterfactuals must be i…

cs.LG2025

Diffusion Counterfactual Generation with Semantic Abduction

Rajat Rasal, Avinash Kori, Fabio De Sousa Ribeiro +2

Counterfactual image generation presents significant challenges, including preserving identity, maintaining perceptual quality, and ensuring faithfulness to an underlying causal mo…