Position: Building Guardrails for Large Language Models Requires Systematic Design. - Yi Dong 002; Ronghui Mu; Gaojie Jin; Yi Qi; Jinwei Hu 001; Xingyu Zhao 001; Jie Meng; Wenjie Ruan; Xiaowei Huang 001 (ICML, 2024)

Building Guardrails for Large Language Models. - Yi Dong 002; Ronghui Mu; Gaojie Jin; Yi Qi; Jinwei Hu 001; Xingyu Zhao 001; Jie Meng; Wenjie Ruan; Xiaowei Huang 001 (CoRR, 2024)

Explainable Global Wildfire Prediction Models using Graph Neural Networks. - Dayou Chen; Sibo Cheng; Jinwei Hu 001; Matthew Kasoar; Rossella Arcucci (CoRR, 2024)

Adaptive Guardrails For Large Language Models via Trust Modeling and In-Context Learning. - Jinwei Hu 001; Yi Dong 002; Xiaowei Huang 001 (CoRR, 2024)

SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model. - Zhenglin Huang; Jinwei Hu 001; Xiangtai Li; Yiwei He; Xingyu Zhao 001; Bei Peng 001; Baoyuan Wu; Xiaowei Huang 001; Guangliang Cheng (CVPR, 2025)

Safe Pruning LoRA: Robust Distance-Guided Pruning for Safety Alignment in Adaptation of LLMs. - Shuang Ao; Yi Dong 002; Jinwei Hu 001; Sarvapali D. Ramchurn (Trans. Assoc. Comput. Linguistics, 2025)

FALCON: Fine-grained Activation Manipulation by Contrastive Orthogonal Unalignment for Large Language Model. - Jinwei Hu 001; Zhenglin Huang; Xiangyu Yin 001; Wenjie Ruan; Guangliang Cheng; Yi Dong 002; Xiaowei Huang 001 (CoRR, 2025)

Position: Towards a Responsible LLM-empowered Multi-Agent Systems. - Jinwei Hu 001; Yi Dong 002; Shuang Ao; Zhuoyun Li; Boxuan Wang; Lokesh Singh; Guangliang Cheng; Sarvapali D. Ramchurn; Xiaowei Huang 001 (CoRR, 2025)

CeTAD: Towards Certified Toxicity-Aware Distance in Vision Language Models. - Xiangyu Yin 001; Jiaxu Liu 001; Zhen Chen; Jinwei Hu 001; Yi Dong 002; Xiaowei Huang 001; Wenjie Ruan (CoRR, 2025)

TAIJI: Textual Anchoring for Immunizing Jailbreak Images in Vision Language Models. - Xiangyu Yin 001; Yi Qi; Jinwei Hu 001; Zhen Chen; Yi Dong 002; Xingyu Zhao 001; Xiaowei Huang 001; Wenjie Ruan (CoRR, 2025)

Hierarchical Testing with Rabbit Optimization for Industrial Cyber-Physical Systems. - Jinwei Hu 001; Zezhi Tang; Xin Jin; Benyuan Zhang; Yi Dong 002; Xiaowei Huang 001 (CoRR, 2025)

Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing. - Jinwei Hu 001; Yi Dong 002; Zhengtao Ding; Xiaowei Huang 001 (CoRR, 2025)

Stop Reducing Responsibility in LLM-Powered Multi-Agent Systems to Local Alignment. - Jinwei Hu 001; Yi Dong 002; Shuang Ao; Zhuoyun Li; Boxuan Wang; Lokesh Singh; Guangliang Cheng; Sarvapali D. Ramchurn; Xiaowei Huang 001 (CoRR, 2025)

Safeguarding large language models: a survey. - Yi Dong 002; Ronghui Mu; Yanghao Zhang; Siqi Sun; Tianle Zhang; Changshun Wu; Gaojie Jin; Yi Qi; Jinwei Hu 001; Jie Meng; Saddek Bensalem; Xiaowei Huang 001 (Artif. Intell. Rev., 2025)

Tapas Are Free! Training-Free Adaptation of Programmatic Agents via LLM-Guided Program Synthesis in Dynamic Environments. - Jinwei Hu 001; Yi Dong 002; Youcheng Sun; Xiaowei Huang 001 (AAAI, 2026)

Lying with Truths: Open-Channel Multi-Agent Collusion for Belief Manipulation via Generative Montage. - Jinwei Hu 001; Xinmiao Huang; Youcheng Sun; Yi Dong 002; Xiaowei Huang 001 (CoRR, 2026)

Where Do Prompt Perturbations Break Generation? A Segment-Level View of Robustness in LoRA-Tuned Language Models. - Zhuoyun Li; Boxuan Wang; Jinwei Hu 001; Zhenglin Huang; Qisong He; Xinmiao Huang; Guangliang Cheng; Xiaowei Huang 001; Yi Dong 002 (CoRR, 2026)

PrefixGuard: From LLM-Agent Traces to Online Failure-Warning Monitors. - Xinmiao Huang; Jinwei Hu 001; Rajarshi Roy; Changshun Wu; Yi Dong 002; Xiaowei Huang 001 (CoRR, 2026)

FragileFlow: Spectral Control of Correct-but-Fragile Predictions for Foundation Model Robustness. - Zhuoyun Li; Boxuan Wang; Jinwei Hu 001; Xiaowei Huang 001; Yi Dong 002 (CoRR, 2026)