1. ICLR
    A Hard-to-Beat Baseline for Training-free CLIP-based Adaptation
    Zhengbo WangJian LiangLijun ShengRan HeZilei Wang, and Tieniu Tan
    In The Twelfth International Conference on Learning Representations , 2024
  2. ICML
    Realistic Unsupervised CLIP Fine-tuning with Universal Entropy Optimization
    Jian LiangLijun ShengZhengbo WangRan He, and Tieniu Tan
  3. ICML
    Connecting the Dots: Collaborative Fine-tuning for Black-Box Vision-Language Models
    Zhengbo WangJian LiangRan HeZilei Wang, and Tieniu Tan
    arXiv preprint arXiv:2402.04050, 2024


  1. ICCV
    Improving Zero-Shot Generalization for CLIP with Synthesized Prompts
    Zhengbo WangJian LiangRan He, Nan Xu , Zilei Wang, and Tieniu Tan
    In Proceedings of the IEEE/CVF International Conference on Computer Vision , 2023
    Exploiting Semantic Attributes for Transductive Zero-Shot Learning
    Zhengbo WangJian LiangZilei Wang, and Tieniu Tan
    In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing , 2023
  3. ICCVW
    Self-training solutions for the ICCV 2023 GeoNet Challenge
    Lijun ShengZhengbo Wang, and Jian Liang
    arXiv preprint arXiv:2311.16843, 2023