Ahmed Alaa

Causal Effect Estimation with Learned Instrument Representations

Generalized Venn and Venn-Abers Calibration with Applications in Conformal Prediction

Conformal Prediction Sets with Improved Conditional Coverage using Trust Scores

Aligning Multimodal Models for Clinical Reasoning using Rule-based Rewards