LOBG:Less Overfitting for Better Generalization in Vision-Language Model. - Chenhao Ding; Xinyuan Gao; Songlin Dong; Yuhang He; Qiang Wang; Alex C. Kot; Yihong Gong (CoRR, 2024)

SuLoRA: Subspace Low-Rank Adaptation for Parameter-Efficient Fine-Tuning. - Chenhao Ding; Jiangyang Li; Songlin Dong; Xinyuan Gao; Yuhang He; Yihong Gong (ACL (Findings), 2025)

Boosting Domain Incremental Learning: Selecting the Optimal Parameters is All You Need. - Qiang Wang; Xiang Song 005; Yuhang He; Jizhou Han; Chenhao Ding; Xinyuan Gao; Yihong Gong (CVPR, 2025)

Test-Time Adaptation via Distribution-Aware Guidance for Vision-Language Models. - Qilong Xue; Chenhao Ding; Zhengdong Zhou; Zeyang Zhao; Yihong Gong (ICIC (1), 2025)

KDA-Tuning: Knowledge-Decoupled Adapter Tuning for Vision-Language Models. - Zhengdong Zhou; Chenhao Ding; Qilong Xue (ICIC (2), 2025)

Space Rotation with Basis Transformation for Training-free Test-Time Adaptation. - Chenhao Ding; Xinyuan Gao; Songlin Dong; Yuhang He; Qiang Wang; Xiang Song 005; Alex C. Kot; Yihong Gong (CoRR, 2025)

Diversity Covariance-Aware Prompt Learning for Vision-Language Models. - Songlin Dong; Zhengdong Zhou; Chenhao Ding; Xinyuan Gao; Alex ChiChung Kot; Yihong Gong (CoRR, 2025)

Learn by Reasoning: Analogical Weight Generation for Few-Shot Class-Incremental Learning. - Jizhou Han; Chenhao Ding; Yuhang He; Songlin Dong; Qiang Wang; Xinyuan Gao; Yihong Gong (CoRR, 2025)

Beyond CLIP Generalization: Against Forward&Backward Forgetting Adapter for Continual Learning of Vision-Language Models. - Songlin Dong; Chenhao Ding; Jiangyang Li; Jizhou Han; Qiang Wang; Yuhang He; Yihong Gong (CoRR, 2025)

Unleashing the Potential of All Test Samples: Mean-Shift Guided Test-Time Adaptation. - Jizhou Han; Chenhao Ding; Songlin Dong; Yuhang He; Xinyuan Gao; Yihong Gong (CoRR, 2025)

ExPaMoE: An Expandable Parallel Mixture of Experts for Continual Test-Time Adaptation. - JianChao Zhao; Chenhao Ding; Songlin Dong; Yuhang He; Yihong Gong (CoRR, 2025)

Unleashing the Power of Neural Collapse: Consistent Supervised-Unsupervised Alignment for Generalized Category Discovery. - Jizhou Han; Shaokun Wang; Yuhang He; Chenhao Ding; Qiang Wang; Xinyuan Gao; Songlin Dong; Yihong Gong (CoRR, 2025)

Generative Latent Kernel Modeling for Blind Motion Deblurring. - Chenhao Ding; Jiangtao Zhang; Zongsheng Yue; Hui Wang 103; Qian Zhao 002; Deyu Meng (CoRR, 2025)