2026
On the Learnability of Test-Time Adaptation: A Recovery Complexity Perspective
ICML 2026poster
Test-time adaptation (TTA) aims to adapt models to maintain reliable performance on non-stationary test streams without requiring labeled data. Despite its empirical success, the learnability of TTA under distributional non-stationarity remains unexplored. A key challenge is lacking of a principled …