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)

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)

Chinese NER Based on Adversarial Training and Interactive Attention. - Sihao Wu; Xiaoling Wu 006; Rui Xie; Wentao Zhan (ICMLC, 2024)

Data Augmentation for Continual RL via Adversarial Gradient Episodic Memory. - Sihao Wu; Xingyu Zhao 001; Xiaowei Huang 001 (ICONIP (4), 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)

Data Augmentation for Continual RL via Adversarial Gradient Episodic Memory. - Sihao Wu; Xingyu Zhao; Xiaowei Huang (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)

Integrating Object Detection Modality into Visual Language Model for Enhanced Autonomous Driving Agent. - Linfeng He; Yiming Sun; Sihao Wu; Jiaxu Liu 001; Xiaowei Huang 001 (CoRR, 2024)

A survey of safety and trustworthiness of large language models through the lens of verification and validation. - Xiaowei Huang 001; Wenjie Ruan; Wei Huang 035; Gaojie Jin; Yi Dong 002; Changshun Wu; Saddek Bensalem; Ronghui Mu; Yi Qi; Xingyu Zhao 001; Kaiwen Cai; Yanghao Zhang; et al. (Artif. Intell. Rev., 2024)

Enhancing Robust Fairness via Confusional Spectral Regularization. - Gaojie Jin; Sihao Wu; Jiaxu Liu 001; Tianjin Huang; Ronghui Mu (ICLR, 2025)

Preference Alignment on Diffusion Model: A Comprehensive Survey for Image Generation and Editing. - Sihao Wu; Xiaonan Si; Chi Xing; Jianhong Wang; Gaojie Jin; Guangliang Cheng; Lijun Zhang 001; Xiaowei Huang 001 (CoRR, 2025)