most citedAMPLIFY:Attention-based Mixup for Performance Improvement and Label Smoothing in Transformer

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cs.CV2026

Mitigating the ID-OOD Tradeoff in Open-Set Test-Time Adaptation

Wenjie Zhao, Jia Li, Xin Dong +3

Open-set test-time adaptation (OSTTA) addresses the challenge of adapting models to new environments where out-of-distribution (OOD) samples coexist with in-distribution (ID) sampl…