ReRoGCRL: Representation-based Robustness in Goal-Conditioned Reinforcement Learning. - Xiangyu Yin 001; Sihao Wu; Jiaxu Liu 001; Meng Fang; Xingyu Zhao 001; Xiaowei Huang 001; Wenjie Ruan (CoRR, 2023)

ODE4ViTRobustness: A tool for understanding adversarial robustness of Vision Transformers. - Zheng Wang 074; Wenjie Ruan; Xiangyu Yin 001 (Softw. Impacts, 2023)

Representation-Based Robustness in Goal-Conditioned Reinforcement Learning. - Xiangyu Yin 001; Sihao Wu; Jiaxu Liu 001; Meng Fang; Xingyu Zhao 001; Xiaowei Huang 001; Wenjie Ruan (AAAI, 2024)

Boosting Adversarial Training via Fisher-Rao Norm-Based Regularization. - Xiangyu Yin 001; Wenjie Ruan (CVPR, 2024)

Continuous Geometry-Aware Graph Diffusion via Hyperbolic Neural PDE. - Jiaxu Liu 001; Xinping Yi; Sihao Wu; Xiangyu Yin 001; Tianle Zhang; Xiaowei Huang 001; Shi Jin 002 (ECML/PKDD (3), 2024)

Tiny Refinements Elicit Resilience: Toward Efficient Prefix-Model Against LLM Red-Teaming. - Jiaxu Liu 001; Xiangyu Yin 001; Sihao Wu; Jianhong Wang; Meng Fang; Xinping Yi; Xiaowei Huang 001 (CoRR, 2024)

Robust RL with LLM-Driven Data Synthesis and Policy Adaptation for Autonomous Driving. - Sihao Wu; Jiaxu Liu 001; Xiangyu Yin 001; Guangliang Cheng; Xingyu Zhao 001; Meng Fang; Xinping Yi; Xiaowei Huang 001 (CoRR, 2024)

DIMBA: discretely masked black-box attack in single object tracking. - Xiangyu Yin 001; Wenjie Ruan; Jonathan E. Fieldsend (Mach. Learn., 2024)

A Black-Box Evaluation Framework for Semantic Robustness in Bird's Eye View Detection. - Fu Wang; Yanghao Zhang; Xiangyu Yin 001; Guangliang Cheng; Zeyu Fu; Xiaowei Huang 001; Wenjie Ruan (AAAI, 2025)

Toward Linearly Regularizing the Geometric Bottleneck of Linear Generalized Attention. - Jiaxu Liu 001; Xinping Yi; Xiangyu Yin 001; Yuhang Song; Gaojie Jin; Xiaowei Huang 001 (Trans. Mach. Learn. Res., 2025)

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