2025
Rethinking Entropy in Test-Time Adaptation: The Missing Piece from Energy Duality
NeurIPS 2025spotlight
Test-time adaptation (TTA) aims to preserve model performance under distribution shifts. Yet, most existing methods rely on entropy minimization for confident predictions. This paper re-examines the sufficiency of entropy minimization by analyzing its dual relationship with energy. We view energy as…