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Heeji Won

1 accepted papers

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…

Cited by 0SourceScholar