Author

Guowei Wang

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Preprint Aug 2026

Local Margin Restoration for Test-Time Adaptation of Vision-Language Models

Local Margin Restoration (LMR) is proposed, a lightweight, one-step TTA framework that consistently outperforms state-of-the-art TTA baselines, proving exceptionally robust and efficient even in challenging low-batch test-time regimes.

Yan Huang, Guowei Wang, Xu Wang et al. · 0 citations