| 2026 | AAAI | SparK: Query-Aware Unstructured Sparsity with Recoverable KV Cache Channel Pruning. | Huanxuan Liao, Yixing Xu, Shizhu He, Guanchen Li, Xuanwu Yin, Dong Li, Emad Barsoum, Jun Zhao, Kang Liu |
| 2026 | ACL | Harmonizing the Past, Present, and Future: A Null-Space Constrained Region-Specific Method for Continual Learning in LLMs. | Jinhui Chen, Shizhu He, Xingchang Yang, Huanxuan Liao, Yequan Wang, Xiangwen Liao, Wenhao Teng, Kang Liu, Jun Zhao |
| 2026 | ACL | Pushing the Limits of LLM Tool Calling via Experiential Knowledge Integration and Activation. | Yupu Hao, Zhuoran Jin, Huanxuan Liao, Kang Liu, Jun Zhao |
| 2026 | ACL | Spectral Disentanglement: Rank-Aware Task Adaptation for Rehearsal-free Continual Learning in LLMs. | Huanxuan Liao, Shizhu He, Yupu Hao, Yequan Wang, Wenhao Teng, Xiangwen Liao, Jun Zhao, Kang Liu |
| 2026 | ACL | Shuttle Between Symbolic Instructions and Neural Parameters of Large Language Models. | Wangtao Sun, Haotian Xu, Huanxuan Liao, Xuanqing Yu, Zhongtao Jiang, Shizhu He, Jun Zhao, Kang Liu |
| 2025 | AAAI | CITI: Enhancing Tool Utilizing Ability in Large Language Models Without Sacrificing General Performance. | Yupu Hao, Pengfei Cao, Zhuoran Jin, Huanxuan Liao, Yubo Chen, Kang Liu, Jun Zhao |
| 2025 | AAAI | Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks. | Huanxuan Liao, Shizhu He, Yao Xu, Yuanzhe Zhang, Kang Liu, Jun Zhao |
| 2025 | ACL | Evaluating Personalized Tool-Augmented LLMs from the Perspectives of Personalization and Proactivity. | Yupu Hao, Pengfei Cao, Zhuoran Jin, Huanxuan Liao, Yubo Chen, Kang Liu, Jun Zhao |
| 2025 | COLING | SKIntern: Internalizing Symbolic Knowledge for Distilling Better CoT Capabilities into Small Language Models. | Huanxuan Liao, Shizhu He, Yupu Hao, Xiang Li, Yuanzhe Zhang, Jun Zhao, Kang Liu |
| 2025 | COLING | Awakening Augmented Generation: Learning to Awaken Internal Knowledge of Large Language Models for Question Answering. | Huanxuan Liao, Shizhu He, Yao Xu, Yuanzhe Zhang, Shengping Liu, Kang Liu, Jun Zhao |