Dual Mutual Information Constraints for Discriminative Clustering. - Hongyu Li 004; Lefei Zhang; Kehua Su (AAAI, 2023)

Revisiting Catastrophic Forgetting in Large Language Model Tuning. - Hongyu Li 004; Liang Ding 006; Meng Fang; Dacheng Tao (EMNLP (Findings), 2024)

MICCF: A Mutual Information Constrained Clustering Framework for Learning Clustering-Oriented Feature Representations. - Hongyu Li 004; Lefei Zhang; Kehua Su; Wei Yu 009 (ACM Trans. Knowl. Discov. Data, 2024)

LSSF: Safety Alignment for Large Language Models through Low-Rank Safety Subspace Fusion. - Guanghao Zhou; Panjia Qiu; Cen Chen 001; Hongyu Li 004; Jason Chu; Xin Zhang; Jun Zhou 011 (ACL (1), 2025)

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey. - Jason Zhu; Hongyu Li 004 (CoRR, 2025)

Time-Frequency Token Advantage Clipping for Training Efficient Large Reasoning Model. - Rong Bao; Bo Wang 084; Xiao Wang 014; Hongyu Li 004; Rui Zheng; Leszek Rutkowski; Qi Zhang 001; Liang Ding 006; Dacheng Tao (AAAI, 2026)