Author

Yan Huang

View on Semantic Scholar

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Open access 2026

Revisiting Adversarial Robustness in Large-Scale 3-D Vision–Language Models

Focusing on zero-shot classification, this study demonstrates that 3D vision-language models exhibit heightened sensitivity to small coordinate perturbations, highlighting the need for a more rigorous security evaluation of 3D vision-language models.

Xuanxiang Lin, Yan Huang, Longkun Zou et al. · IEEE Access · 0 citations

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