Learning to Defer

Learning to Defer with an Uncertain Rejector via Conformal Prediction

Conformal prediction quantifies uncertainty in learning-to-defer rejectors, enabling abstention and human-model consensus workflows for image and hate-speech classification.

Feb 1, 2026

Learning to Defer with an Uncertain Rejector via Conformal Prediction

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

Learning to Defer with an Uncertain Rejector via Conformal Prediction

NeurIPS 2024 workshop paper on conformal uncertainty sets for learning-to-defer rejectors, with abstention and human-model consensus on object and hate-speech detection tasks.

Dec 1, 2024