Annotation-Efficient Active Test-Time Adaptation with Conformal Prediction

Tingyu Shi, Fan Lyu, Shaoliang Peng

Active Test-Time Adaptation (ATTA) improves model robustness under domain shift by selectively querying human annotations at deployment, but existing methods use heuristic uncertai…