Alleviating Representational Shift for Continual Fine-tuning. - Shibo Jie; Zhi-Hong Deng 001; Ziheng Li 003 (CVPR Workshops, 2022)

Bypassing Logits Bias in Online Class-Incremental Learning with a Generative Framework. - Gehui Shen; Shibo Jie; Ziheng Li 003; Zhi-Hong Deng 001 (CoRR, 2022)

Dual-Alignment Pre-training for Cross-lingual Sentence Embedding. - Ziheng Li 003; Shaohan Huang; Zihan Zhang; Zhi-Hong Deng 001; Qiang Lou; Haizhen Huang; Jian Jiao 007; Furu Wei; Weiwei Deng; Qi Zhang 066 (ACL (1), 2023)

Detachedly Learn a Classifier for Class-Incremental Learning. - Ziheng Li 003; Shibo Jie; Zhi-Hong Deng 001 (CoRR, 2023)

Keyword-Centric Prompting for One-Shot Event Detection with Self-Generated Rationale Enhancements. - Ziheng Li 003; Zhi-Hong Deng 001 (ECAI, 2025)

Staying in the Sweet Spot: Responsive Reasoning Evolution via Capability-Adaptive Hint Scaffolding. - Ziheng Li 003; Zexu Sun; Jinman Zhao; Erxue Min; Yongcheng Zeng; Hui Wu; Hengyi Cai; Shuaiqiang Wang; Dawei Yin 001; Xu Chen 017; Zhi-Hong Deng 001 (CoRR, 2025)

Efficient Thought Space Exploration Through Strategic Intervention. - Ziheng Li 003; Hengyi Cai; Xiaochi Wei; Yuchen Li 006; Shuaiqiang Wang; Zhi-Hong Deng 001; Dawei Yin 001 (AAAI, 2026)

Beyond Step Pruning: Information Theory Based Step-level Optimization for Self-Refining Large Language Models. - Jinman Zhao; Erxue Min; Hui Wu; Ziheng Li 003; Zexu Sun; Hengyi Cai; Shuaiqiang Wang; Xu Chen 017; Gerald Penn (AAAI, 2026)

Not All Preferences Are Created Equal: Stability-Aware and Gradient-Efficient Alignment for Reasoning Models. - Hui Wu; Hengyi Cai; Jinman Zhao; Xinran Chen; Ziheng Li 003; Zhejun Zhao; Shuaiqiang Wang; Yuchen Li 006; Dawei Yin 001 (CoRR, 2026)