2 papers
stat.ML2025
Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse
Harry Cheon, Anneke Wernerfelt, Sorelle A. Friedler +1
Consumer protection rules require companies that deploy models to automate decisions in high-stakes settings to explain predictions to decision subjects. These rules are motivated,…
cs.LG2025
Responsiveness Verification: Will Predictions Change? How Much? How Often?
Seung Hyun Cheon, Harry Cheon, Meredith Stewart +3
Machine learning models are often used in applications where their inputs change due to routine interactions, strategic manipulation, or noise. In such settings, models can undermi…