TMLR 2026 paper on uncertainty-aware learning to defer, using conformal prediction to make human-AI routing safer under rejector uncertainty and distribution shift.
Feb 1, 2026
ICRA 2026 paper on spoken instruction following for embodied agents using theory-of-mind inference over speech, human perception, and robot goals.
Jan 31, 2026
A human-centered framework for transparent, responsible, and collaborative AI-assisted instructional design.
Jan 1, 2025
Studying how data allocation choices affect inductive conformal prediction, calibration behavior, and uncertainty guarantees.
Jun 1, 2024