54 citations · 54 across the 2 of their papers we have counts for
2 papers
cs.LG2025
The Amenability Framework: Rethinking Causal Ordering Without Estimating Causal Effects
Carlos Fernández-Loría, Jorge Loría
Who should we prioritize for intervention when we cannot estimate intervention effects? In many applied domains (e.g., advertising, customer retention, and behavioral nudging) prio…
cs.LG2020★ 54 cited
Explaining Data-Driven Decisions made by AI Systems: The Counterfactual Approach
Carlos Fernández-Loría, Foster Provost, Xintian Han
We examine counterfactual explanations for explaining the decisions made by model-based AI systems. The counterfactual approach we consider defines an explanation as a set of the s…