Publications

  1. Preprint
    Adaptive Rank, Reduced Forgetting: Knowledge Retention in Continual Learning Vision-Language Models with Dynamic Rank-Selective LoRA
    Haodong Lu, Chongyang Zhao, Jason Xue, Lina Yao, Kristen Moore, Dong Gong
    Preprint. Under Review
    ICLR
    Learning with Mixture of Prototypes for Out-of-Distribution Detection
    Haodong Lu, Dong Gong, Shuo Wang, Jason Xue, Lina Yao, Kristen Moore
    In the 12th International Conference on Learning Representations (ICLR), 2024.
    CVPR
    Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning
    Huiyi Wang, Haodong Lu, Lina Yao, Dong Gong
    Computer Vision and Pattern Recognition Conference (CVPR), 2025
    Preprint
    Incremental Multi-modal Prompt Tuning with Textual Prototypes for Continual Learning
    Haodong Lu, Dong Gong, Shuo Wang, Jason Xue, Lina Yao, Kristen Moore
    Preprint. Under Review.
    WWW
    Balancing Plasticity and Stability via Dual-Branch Learning in Online Continual Learning
    Xu Han, Haodong Lu, Dong Gong
    The ACM Web Conference (WWW) - short paper track, 2025