Dynamic Domain Adaptation for Efficient Inference. - Shuang Li 008; Jinming Zhang; Wenxuan Ma 001; Chi Harold Liu; Wei Li 111 (CVPR, 2021)

Exploiting Both Domain-specific and Invariant Knowledge via a Win-win Transformer for Unsupervised Domain Adaptation. - Wenxuan Ma 001; Jinming Zhang; Shuang Li 008; Chi Harold Liu; Yulin Wang 002; Wei Li 111 (CoRR, 2021)

Making The Best of Both Worlds: A Domain-Oriented Transformer for Unsupervised Domain Adaptation. - Wenxuan Ma 001; Jinming Zhang; Shuang Li 008; Chi Harold Liu; Yulin Wang 002; Wei Li 111 (ACM Multimedia, 2022)

Borrowing Knowledge From Pre-trained Language Model: A New Data-efficient Visual Learning Paradigm. - Wenxuan Ma 001; Shuang Li 008; Jinming Zhang; Chi Harold Liu; Jingxuan Kang; Yulin Wang 002; Gao Huang 001 (ICCV, 2023)

Language Semantic Graph Guided Data-Efficient Learning. - Wenxuan Ma 001; Shuang Li 008; Lincan Cai; Jingxuan Kang (NeurIPS, 2023)

Meta-Reweighted Regularization for Unsupervised Domain Adaptation. - Shuang Li 008; Wenxuan Ma 001; Jinming Zhang; Chi Harold Liu; Jian Liang 002; Guoren Wang (IEEE Trans. Knowl. Data Eng., 2023)

Learning Modality Knowledge Alignment for Cross-Modality Transfer. - Wenxuan Ma 001; Shuang Li 008; Lincan Cai; Jingxuan Kang (ICML, 2024)

Enhancing Cross-Modal Fine-Tuning with Gradually Intermediate Modality Generation. - Lincan Cai; Shuang Li 008; Wenxuan Ma 001; Jingxuan Kang; Binhui Xie; Zixun Sun; Chengwei Zhu (ICML, 2024)

Source-Free Active Domain Adaptation via Augmentation-Based Sample Query and Progressive Model Adaptation. - Shuang Li 008; Rui Zhang 113; Kaixiong Gong; Mixue Xie; Wenxuan Ma 001; Guangyu Gao (IEEE Trans. Neural Networks Learn. Syst., 2025)

From Local Details to Global Context: Advancing Vision-Language Models with Attention-Based Selection. - Lincan Cai; Jingxuan Kang; Shuang Li 008; Wenxuan Ma 001; Binhui Xie; Zhida Qin; Jian Liang 002 (CoRR, 2025)