Kun-Yang Yu
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2026
On the Learnability of Test-Time Adaptation: A Recovery Complexity Perspective
The paper establishes the first theoretical framework for analyzing the learnability of Test-Time Adaptation (TTA) under non-stationary data streams by introducing Recovery Complexity, which quantifies the long-term reliability of TTA.
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cs.LGcs.AIRecentMay 27, 2026
On the Learnability of Test-Time Adaptation: A Recovery Complexity Perspective
Zhi Zhou, Ming Yang, Shi-Yu Tian, Kun-Yang Yu +2 more
The paper establishes the first theoretical framework for analyzing the learnability of Test-Time Adaptation (TTA) under non-stationary data streams by introducing Recovery Complexity, which quantifie…
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