Scenarios-aware Commonsense Correcton via Instance-level Knowledge Injection. - Xin Yi 003; Linlin Wang; Xiaoling Wang 004; Liang He 001 (DASFAA (5), 2024)

Fine-Grained Detoxification via Instance-Level Prefixes for Large Language Models. - Xin Yi 003; Linlin Wang; Xiaoling Wang 004; Liang He 001 (CoRR, 2024)

A safety realignment framework via subspace-oriented model fusion for large language models. - Xin Yi 003; Shunfan Zheng; Linlin Wang; Xiaoling Wang 004; Liang He 001 (Knowl. Based Syst., 2024)

NLSR: Neuron-Level Safety Realignment of Large Language Models Against Harmful Fine-Tuning. - Xin Yi 003; Shunfan Zheng; Linlin Wang; Gerard de Melo; Xiaoling Wang 004; Liang He 001 (AAAI, 2025)

Hierarchical Safety Realignment: Lightweight Restoration of Safety in Pruned Large Vision-Language Models. - Yue Li 059; Xin Yi 003; Dongsheng Shi; Gerard de Melo; Xiaoling Wang 004; Linlin Wang (ACL (Findings), 2025)

Verbalization diversification for relation extraction with long-tailed entity augmentation. - Yiping Liang; Tianbao Jiang; Xin Yi 003; Yan Cai 020; Linlin Wang; Xiaoling Wang 004; Liang He 001 (Neurocomputing, 2025)

Fine-grained detoxification framework via instance-level prefixes for large language models. - Xin Yi 003; Linlin Wang; Xiaoling Wang 004; Liang He 001 (Neurocomputing, 2025)

Unified attacks to large language model watermarks: Spoofing and scrubbing in unauthorized knowledge distillation. - Xin Yi 003; Yue Li 059; Shunfan Zheng; Linlin Wang; Xiaoling Wang 004; Liang He 001 (Knowl. Based Syst., 2025)

Latent-space adversarial training with post-aware calibration for defending large language models against jailbreak attacks. - Xin Yi 003; Yue Li 059; Linlin Wang; Xiaoling Wang 004; Liang He 001 (CoRR, 2025)

Unified Attacks to Large Language Model Watermarks: Spoofing and Scrubbing in Unauthorized Knowledge Distillation. - Xin Yi 003; Shunfan Zheng; Linlin Wang; Xiaoling Wang 004; Liang He 001 (CoRR, 2025)

From Evaluation to Defense: Constructing Persistent Edit-Based Fingerprints for Large Language Models. - Yue Li 059; Xin Yi 003; Dongsheng Shi; Yongyi Cui; Gerard de Melo; Xiaoling Wang 004; Linlin Wang (CoRR, 2025)

Latent-space adversarial training with post-aware calibration for defending large language models against jailbreak attacks. - Xin Yi 003; Yue Li 059; Dongsheng Shi; Linlin Wang; Xiaoling Wang 004; Liang He 001 (Expert Syst. Appl., 2026)