Aligning VLM Assistants with Personalized Situated Cognition. - Yongqi Li 002; Shen Zhou; Xiaohu Li; Xin Miao; Jintao Wen; Mayi Xu; Jianhao Chen 003; Birong Pan; Hankun Kang; Yuanyuan Zhu 001; Ming Zhong 002; Tieyun Qian (ACL (1), 2025)

CAVGAN: Unifying Jailbreak and Defense of LLMs via Generative Adversarial Attacks on their Internal Representations. - Xiaohu Li; Yunfeng Ning; Zepeng Bao; Mayi Xu; Jianhao Chen 003; Tieyun Qian (ACL (Findings), 2025)

NeuronTune: Fine-Grained Neuron Modulation for Balanced Safety-Utility Alignment in LLMs. - Birong Pan; Mayi Xu; Qiankun Pi; Jianhao Chen 003; Yuanyuan Zhu 001; Ming Zhong 002; Tieyun Qian (CoRR, 2025)

FuSaR: A Fuzzification-Based Method for LRM Safety-Reasoning Balance. - Jianhao Chen 003; Mayi Xu; Xiaohu Li; Yongqi Li 002; Xiangyu Zhang; Jianjie Huang; Tieyun Qian (CoRR, 2025)

Can a Small Model Learn to Look Before It Leaps? Dynamic Learning and Proactive Correction for Hallucination Detection. - Zepeng Bao; Shen Zhou; Qiankun Pi; Jianhao Chen 003; Mayi Xu; Ming Zhong 002; Yuanyuan Zhu 001; Tieyun Qian (CoRR, 2025)

ContiGuard: A Framework for Continual Toxicity Detection Against Evolving Evasive Perturbations. - Hankun Kang; Xin Miao; Jianhao Chen 003; Jintao Wen; Mayi Xu; Weiyu Zhang 001; Wenpeng Lu; Tieyun Qian (WWW, 2026)

Developing continuous toxicity detection against increasing types of perturbed toxic text. - Hankun Kang; Jianhao Chen 003; Yongqi Li 002; Xin Miao; Mayi Xu; Shen Zhou; Ming Zhong 002; Yuanyuan Zhu 001; Tieyun Qian (Inf. Process. Manag., 2026)

Reasoning based on symbolic and parametric knowledge bases: A survey. - Mayi Xu; Yunfeng Ning; Yongqi Li 002; Jianhao Chen 003; Jintao Wen; Yao Xiao; Shen Zhou; Birong Pan; Zepeng Bao; Xin Miao; Hankun Kang; Ke Sun 010; et al. (Inf. Process. Manag., 2026)

Every Picture Tells a Dangerous Story: Memory-Augmented Multi-Agent Jailbreak Attacks on VLMs. - Jianhao Chen 003; Haoyang Chen; Hanjie Zhao; Haozhe Liang; Tieyun Qian (CoRR, 2026)