完整列表见 Google Scholar
2025
ImPart: Importance-Aware Delta-Sparsification for Improved Model Compression and Merging in LLMs
Yan Yang, Yixia Li, Hanqing Wang, Xuetao Wei, Jianqiao Yu, Yun Chen*, Guanhua Chen. In Proceedings of ACL 2025. (CCF A)
TAG-INSTRUCT: Controlled Instruction Complexity Enhancement through Structure-based Augmentation
He Zhu, Zhiwen Ruan, Junyou Su, Xingwei He, Yun Chen, Wenjia Zhang, Guanhua Chen. In Findings of ACL 2025. (CCF A)
MiLoRA: Harnessing Minor Singular Components for Parameter-Efficient LLM Finetuning
Hanqing Wang, Yixia Li, Shuo Wang, Guanhua Chen, Yun Chen*. In Proceedings of NAACL 2025. (CCF B)
SeqAR: Jailbreak LLMs with Sequential Auto-Generated Characters
Yan Yang, Zeguan Xiao, Xin Lu, Hongru Wang, Xuetao Wei, Hailiang Huang, Guanhua Chen, Yun Chen*. In Proceedings of NAACL 2025. (CCF B)
2024
SeTAR: Out-of-Distribution Detection with Selective Low-Rank Approximation
Yixia Li, Boya Xiong, Guanhua Chen, Yun Chen*. In Proceedings of NeurIPS 2024. (CCF A)
Delta-CoMe: Training-Free Delta-Compression with Mixed-Precision for Large Language Models
Bowen Ping, Shuo Wang, Hanqing Wang, Xu Han, Yuzhuang Xu, Yukun Yan, Yun Chen, Baobao Chang, Zhiyuan Liu, Maosong Sun. In Proceedings of NeurIPS 2024. (CCF A)
Distract Large Language Models for Automatic Jailbreak Attack
Zeguan Xiao, Yan Yang, Guanhua Chen, Yun Chen*. In Proceedings of EMNLP 2024. (CCF B)
LoRA-Flow: Dynamic LoRA Fusion for Large Language Models in Generative Tasks
Hanqing Wang, Bowen Ping, Shuo Wang, Xu Han, Yun Chen*, Ziyuan Liu, Maosong Sun. In Proceedings of ACL 2024. (CCF A)
PACIT: Unlocking the Power of Examples for Better In-Context
Tianci Xue, Ziqi Wang, Yixia Li, Yun Chen, Guanhua Chen. In Findings of ACL 2024. (CCF A)