Selected Publications

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

Unleashing the Power of Task-Specific Directions in Parameter Efficient Fine-tuning
See Further for Parameter Efficient Fine-tuning by Standing on the Shoulders of Decomposition
Recent Publications

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

Chongjie Si, Xuehui Wang, Xue Yang, Zhengqin Xu, Qingyun Li, Jifeng Dai, Yu Qiao, Xiaokang Yang, Wei Shen (2025). Maintaining Structural Integrity in Parameter Spaces for Parameter Efficient Fine-Tuning. ICLR.
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Chongjie Si, Zhiyi Shi, Shifan Zhang, Xiaokang Yang, Hanspeter Pfister, Wei Shen (2025). Unleashing the Power of Task-Specific Directions in Parameter Efficient Fine-tuning. ICLR.
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Chongjie Si, Jingjing Jiang, Xiaokang Yang, Wei Shen (2025). Unveiling the Mystery of Weight in Large Foundation Models: Gaussian Distribution Never Fades. Arxiv.
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Chongjie Si, Xiaokang Yang, Wei Shen (2024). See Further for Parameter Efficient Fine-tuning by Standing on the Shoulders of Decomposition. Arxiv.
PDF Cite Code QbitAI MIT Technology AIGC
Chongjie Si, Xuehui Wang, Xiaokang Yang, Wei Shen (2024). Tendency-driven Mutual Exclusivity for Weakly Supervised Incremental Semantic Segmentation. ECCV.
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