Unveiling PEFT Robustness to Noisy Labels in VLMs: A Gradient-Loss Decoupling Perspective.

@inproceedings{ma-2026-unveiling, author = {Tengfei Ma and Weiran Pan and Wei Wei}, editor = {Stevan Rudinac and Zi Huang and Marcel Worring and Lucia Vadicamo and Xirong Li and Pascal Mettes and Lizi Liao}, title = {{Unveiling PEFT Robustness to Noisy Labels in VLMs: A Gradient-Loss Decoupling Perspective}}, booktitle = {{Proceedings of the 2026 International Conference on Multimedia Retrieval, ICMR 2026, Amsterdam, The Netherlands, June 16-19, 2026}}, pages = {967--976}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3805622.3810828}, doi = {https://doi.org/10.1145/3805622.3810828} }