A Gradient Control Method for Backdoor Attacks on Parameter-Efficient Tuning. - Naibin Gu; Peng Fu 008; Xiyu Liu 003; Zhengxiao Liu; Zheng Lin 001; Weiping Wang 005 (ACL (1), 2023)

Light-PEFT: Lightening Parameter-Efficient Fine-Tuning via Early Pruning. - Naibin Gu; Peng Fu 008; Xiyu Liu 003; Bowen Shen; Zheng Lin 001; Weiping Wang 005 (ACL (Findings), 2024)

A Meta-pattern-enhanced Generative Few-shot Attribute Extraction Framework for Open-world Sparse Corpora. - Xiyu Liu 003; Xiaobo Guo; Xin Wang 086; Zeyi Liu 002; Nan Mu; Tianshu Fu; Ji Xiang (MSN, 2024)

Relation Also Knows: Rethinking the Recall and Editing of Factual Associations in Auto-Regressive Transformer Language Models. - Xiyu Liu 003; Zhengxiao Liu; Naibin Gu; Zheng Lin 001; Wanli Ma; Ji Xiang; Weiping Wang 005 (AAAI, 2025)

BeamLoRA: Beam-Constraint Low-Rank Adaptation. - Naibin Gu; Zhenyu Zhang 006; Xiyu Liu 003; Peng Fu 008; Zheng Lin 001; Shuohuan Wang; Yu Sun; Hua Wu 003; Weiping Wang 005; Haifeng Wang 001 (ACL (1), 2025)

Adapt Once, Thrive with Updates: Transferable Parameter-Efficient Fine-Tuning on Evolving Base Models. - Naibin Gu; Peng Fu 008; Xiyu Liu 003; Ke Ma; Zheng Lin 001; Weiping Wang 005 (ACL (1), 2025)

Unveiling and Eliminating the Shortcut Learning for Locate-Then-Edit Knowledge Editing via Both Subject and Relation Awareness. - Xiyu Liu 003; Zhengxiao Liu; Naibin Gu; Zheng Lin 001; Ji Xiang; Weiping Wang 005 (CoRR, 2025)