Is Our Continual Learner Reliable? Investigating Its Decision Attribution Stability through SHAP Value Consistency. - Yusong Cai; Shimou Ling; Liang Zhang; Lili Pan 001; Hongliang Li 001 (CVPR Workshops, 2024)

ARIC: An Activity Recognition Dataset in Classroom Surveillance Images. - Linfeng Xu 001; Fanman Meng; Qingbo Wu 001; Lili Pan 001; Heqian Qiu; Lanxiao Wang; Kailong Chen; Kanglei Geng; Yilei Qian; Haojie Wang; Shuchang Zhou 002; Shimou Ling; et al. (CoRR, 2024)

Enhancing Few-Shot Class-Incremental Learning via Frozen Feature Augmentation. - Shimou Ling; Shengkai Gan; Caoxin Wang; Lili Pan 001; Hongliang Li 001 (CVPR Workshops, 2025)

LoRA-based continual learning with constraints on critical parameter changes. - Shimou Ling; Liang Zhang; Jiangwei Zhao; Lili Pan 001; Hongliang Li 001 (Pattern Recognit., 2026)