Complementary Classifier Induced Partial Label Learning. - Yuheng Jia; Chongjie Si; Min-Ling Zhang (KDD, 2023)

Partial Label Learning with a Partner. - Chongjie Si; Zekun Jiang; Xuehui Wang; Yan Wang 033; Xiaokang Yang 001; Wei Shen 002 (AAAI, 2024)

Tendency-Driven Mutual Exclusivity for Weakly Supervised Incremental Semantic Segmentation. - Chongjie Si; Xuehui Wang; Xiaokang Yang 001; Wei Shen 002 (ECCV (35), 2024)

FLoRA: Low-Rank Core Space for N-dimension. - Chongjie Si; Xuehui Wang; Xue Yang 005; Zhengqin Xu; Qingyun Li; Jifeng Dai; Yu Qiao 001; Xiaokang Yang 001; Wei Shen 002 (CoRR, 2024)

See Further for Parameter Efficient Fine-tuning by Standing on the Shoulders of Decomposition. - Chongjie Si; Xiaokang Yang 001; Wei Shen 002 (CoRR, 2024)

Multi-Label Classification With High-Rank and High-Order Label Correlations. - Chongjie Si; Yuheng Jia; Ran Wang 001; Min-Ling Zhang; Yanghe Feng; Chongxiao Qu (IEEE Trans. Knowl. Data Eng., 2024)

Unleashing the Power of Task-Specific Directions in Parameter Efficient Fine-tuning. - Chongjie Si; Zhiyi Shi; Shifan Zhang; Xiaokang Yang 001; Hanspeter Pfister; Wei Shen 002 (ICLR, 2025)

Maintaining Structural Integrity in Parameter Spaces for Parameter Efficient Fine-tuning. - Chongjie Si; Xuehui Wang; Xue Yang 005; Zhengqin Xu; Qingyun Li; Jifeng Dai; Yu Qiao 001; Xiaokang Yang 001; Wei Shen 002 (ICLR, 2025)

Unveiling the Mystery of Weight in Large Foundation Models: Gaussian Distribution Never Fades. - Chongjie Si; Jingjing Jiang; Wei Shen 002 (CoRR, 2025)

Generalized Tensor-based Parameter-Efficient Fine-Tuning via Lie Group Transformations. - Chongjie Si; Zhiyi Shi; Xuehui Wang; Yichen Xiao; Xiaokang Yang 001; Wei Shen 002 (CoRR, 2025)

NAN: A Training-Free Solution to Coefficient Estimation in Model Merging. - Chongjie Si; Kangtao Lv; Jingjing Jiang; Yadao Wang; Yongwei Wang; Xiaokang Yang 001; Wenbo Su; Bo Zheng 007; Wei Shen 002 (CoRR, 2025)

Why Can Accurate Models Be Learned from Inaccurate Annotations? - Chongjie Si; Yidan Cui; Fuchao Yang; Xiaokang Yang 001; Wei Shen 002 (CoRR, 2025)

Co-Reinforcement Learning for Unified Multimodal Understanding and Generation. - Jingjing Jiang; Chongjie Si; Jun Luo 006; Hanwang Zhang; Chao Ma (CoRR, 2025)

Revisiting Sparsity Constraint Under High-Rank Property in Partial Multi-Label Learning. - Chongjie Si; Yidan Cui; Fuchao Yang; Xiaokang Yang 001; Wei Shen 002 (CoRR, 2025)

MAP: Revisiting Weight Decomposition for Low-Rank Adaptation. - Chongjie Si; Zhiyi Shi; Yadao Wang; Xiaokang Yang 001; Susanto Rahardja; Wei Shen 002 (CoRR, 2025)

Weight Spectra Induced Efficient Model Adaptation. - Chongjie Si; Xuankun Yang; Muqing Liu; Yadao Wang; Xiaokang Yang 001; Wenbo Su; Bo Zheng 007; Wei Shen 002 (CoRR, 2025)

DualEdit: Dual Editing for Knowledge Updating in Vision-Language Models. - Zhiyi Shi; Binjie Wang; Chongjie Si; Yichen Wu; Junsik Kim 001; Hanspeter Pfister (CoRR, 2025)

AdaMuon: Adaptive Muon Optimizer. - Chongjie Si; Debing Zhang; Wei Shen 002 (CoRR, 2025)