Publications

2025, COLM. DualEdit: Dual Editing for Knowledge Updating in Vision-Language Models.
2025, arXiv. Weight Spectra Induced Efficient Model Adaptation.
2025, arXiv. MAP: Revisiting Weight Decomposition for Low-Rank Adaptation.
2025, arXiv. Revisiting Sparsity Constraint Under High-Rank Property in Partial Multi-Label Learning.
2025, arXiv. Why Can Accurate Models Be Learned from Inaccurate Annotations?.
2025, arXiv. NAN: A Training-Free Solution to Coefficient Estimation in Model Merging.
2025, ICCV. Generalized Tensor-based Parameter-Efficient Fine-Tuning via Lie Group Transformations.
2025, ICLR. Unleashing the Power of Task-Specific Directions in Parameter Efficient Fine-tuning.
2025, ICLR. Maintaining Structural Integrity in Parameter Spaces for Parameter Efficient Fine-Tuning.
2024, arXiv. Appeal: Allow Mislabeled Samples the Chance to be Rectified in Partial Label Learning.
2024, AAAI, Oral. Partial Label Learning with a Partner.
2023, TKDE. Multi-label Classification with High-rank and High-order Label Correlations.