Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping. - Guannan Lai; Yujie Li 007; Xiangkun Wang; Junbo Zhang; Tianrui Li 001; Xin Yang 012 (CVPR, 2025)

RACE: Robust adaptive and clustering elimination for noisy labels in continual learning. - Xiaolong Yang; Guannan Lai; Dan Meng 004; Xuemei Cao 001; Xin Yang 012 (Knowl. Based Syst., 2025)

A New Perspective on Privacy Protection in Federated Learning with Granular-Ball Computing. - Guannan Lai; Yihui Feng; Xin Yang 012; Xiaoyu Deng; Hao Yu; Shuyin Xia; Guoyin Wang 001; Tianrui Li 001 (CoRR, 2025)

Exploring Open-world Continual Learning with Knowns-Unknowns Knowledge Transfer. - Yujie Li 007; Guannan Lai; Xin Yang 012; Yonghao Li; Marcello M. Bonsangue; Tianrui Li 001 (CoRR, 2025)