"robust fine-tuning" Papers

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DaWin: Training-free Dynamic Weight Interpolation for Robust Adaptation

Changdae Oh, Yixuan Li, Kyungwoo Song et al.

ICLR 2025arXiv:2410.03782
16
citations

Directional Gradient Projection for Robust Fine-Tuning of Foundation Models

Chengyue Huang, Junjiao Tian, Brisa Maneechotesuwan et al.

ICLR 2025arXiv:2502.15895
8
citations

FisherTune: Fisher-Guided Robust Tuning of Vision Foundation Models for Domain Generalized Segmentation

Dong Zhao, Jinlong Li, Shuang Wang et al.

CVPR 2025arXiv:2503.17940
10
citations

FRAMES-VQA: Benchmarking Fine-Tuning Robustness across Multi-Modal Shifts in Visual Question Answering

Chengyue Huang, Brisa Maneechotesuwan, Shivang Chopra et al.

CVPR 2025arXiv:2505.21755
4
citations

RoFt-Mol: Benchmarking Robust Fine-tuning with Molecular Graph Foundation Models

Shikun Liu, Deyu Zou, Nima Shoghi et al.

NEURIPS 2025spotlightarXiv:2509.00614
1
citations

Unlearning the Noisy Correspondence Makes CLIP More Robust

Haochen Han, Alex Jinpeng Wang, Peijun Ye et al.

ICCV 2025arXiv:2507.03434
1
citations