Selected Publications

You can find my articles on Full-Publications page or my Google Scholar profile.

Why Can Accurate Models Be Learned from Inaccurate Annotations?
Generalized Tensor-based Parameter-Efficient Fine-Tuning via Lie Group Transformations
Unleashing the Power of Task-Specific Directions in Parameter Efficient Fine-tuning
Unveiling the Mystery of Weight in Large Foundation Models: Gaussian Distribution Never Fades
Recent Publications

You can find my articles on Full-Publications page or my Google Scholar profile.

Chongjie Si, Zhiyi Shi, Yadao Wang, Xiaokang Yang, Susanto Rahardja, Wei Shen (2025). MAP: Revisiting Weight Decomposition for Low-Rank Adaptation. Arxiv.
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Chongjie Si, Xuankun Yang, Muqing Liu, Yadao Wang, Xiaokang Yang, Wenbo Su, Bo Zheng, Wei Shen (2025). Weight Spectra Induced Efficient Model Adaptation. Arxiv.
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Chongjie Si, Yidan Cui, Fuchao Yang,, Xiaokang Yang, Wei Shen (2025). Revisiting Sparsity Constraint Under High-Rank Property in Partial Multi-Label Learning. Arxiv.
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Chongjie Si, Kangtao Lv, Jingjing Jiang, Yadao Wang, Yongwei Wang, Xiaokang Yang, Wenbo Su, Bo Zheng, Wei Shen (2025). NAN: A Training-Free Solution to Coefficient Estimation in Model Merging. Arxiv.
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Chongjie Si, Yidan Cui, Fuchao Yang, Xiaokang Yang, Wei Shen (2025). Why Can Accurate Models Be Learned from Inaccurate Annotations?. Arxiv.
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Chongjie Si, Zhiyi Shi, Xuehui Wang, Yichen Xiao, Xiaokang Yang, Wei Shen (2025). Generalized Tensor-based Parameter-Efficient Fine-Tuning via Lie Group Transformations. ICCV.
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