Causal-Guided Active Learning for Debiasing Large Language Models. - Zhouhao Sun; Li Du; Xiao Ding; Yixuan Ma; Yang Zhao 023; Kaitao Qiu; Ting Liu 001; Bing Qin 001 (ACL (1), 2024)

Deciphering the Impact of Pretraining Data on Large Language Models through Machine Unlearning. - Yang Zhao 023; Li Du; Xiao Ding; Kai Xiong 002; Zhouhao Sun; Shi Jun; Ting Liu 001; Bing Qin 001 (ACL (Findings), 2024)

Deciphering the lmpact of Pretraining Data on Large Language Models through Machine Unlearning. - Yang Zhao 023; Li Du; Xiao Ding; Kai Xiong 002; Zhouhao Sun; Jun Shi; Ting Liu 001; Bing Qin 001 (CoRR, 2024)

Supervised Fine-Tuning: An Activation Pattern Optimization Process for Attention Heads. - Yang Zhao 023; Li Du; Xiao Ding; Kai Xiong 002; Ting Liu 001; Bing Qin 001 (CoRR, 2024)

Analyzing the Rapid Generalization of SFT via the Perspective of Attention Head Activation Patterns. - Yang Zhao 023; Li Du; Xiao Ding; Kai Xiong 002; Ting Liu 001; Bing Qin 001 (ACL (1), 2025)

Beyond Similarity: A Gradient-based Graph Method for Instruction Tuning Data Selection. - Yang Zhao 023; Li Du; Xiao Ding; Yangou Ouyang; Hepeng Wang; Kai Xiong 002; Jinglong Gao; Zhouhao Sun; Dongliang Xu; Qing Yang 033; Dongchen Li; Bing Qin 001; et al. (ACL (1), 2025)

Think straight or think again? Continual joint learning of deduction, abduction and induction. - Kai Xiong 002; Xiao Ding; Yixin Cao 002; Yang Zhao 023; Ting Liu 001; Bing Qin 001 (Neural Networks, 2025)

Information Gain-Guided Causal Intervention for Autonomous Debiasing Large Language Models. - Zhouhao Sun; Xiao Ding; Li Du; Yunpeng Xu; Yixuan Ma; Yang Zhao 023; Bing Qin 001; Ting Liu 001 (CoRR, 2025)

UFO-RL: Uncertainty-Focused Optimization for Efficient Reinforcement Learning Data Selection. - Yang Zhao 023; Kai Xiong 002; Xiao Ding; Li Du; YangouOuyang; Zhouhao Sun; Jiannan Guan; Wenbin Zhang; Bin Liu; Dong Hu; Bing Qin 001; Ting Liu 001 (CoRR, 2025)

Benchmarking and Pushing the Multi-Bias Elimination Boundary of LLMs via Causal Effect Estimation-guided Debiasing. - Zhouhao Sun; Zhiyuan Kan; Xiao Ding; Li Du; Yang Zhao 023; Bing Qin 001; Ting Liu 001 (CoRR, 2025)