Alekh Agarwal

Cost-Optimal Active AI Model Evaluation

Multiple-Prediction-Powered Inference

Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning

Catoni Contextual Bandits are Robust to Heavy-tailed Rewards

Design Considerations in Offline Preference-based RL

Theoretical guarantees on the best-of-n alignment policy