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cs.LG2026
AcTTA: Rethinking Test-Time Adaptation via Dynamic Activation
Hyeongyu Kim, Geonhui Han, Dosik Hwang
Test-time adaptation (TTA) aims to mitigate performance degradation under distribution shifts by updating model parameters during inference. Existing approaches have primarily fram…
cs.LG2025
Buffer layers for Test-Time Adaptation
Hyeongyu Kim, Geonhui Han, Dosik Hwang
In recent advancements in Test Time Adaptation (TTA), most existing methodologies focus on updating normalization layers to adapt to the test domain. However, the reliance on norma…