Alchemy: Data-Free Adversarial Training. - Yijie Bai; Zhongming Ma; Yanjiao Chen; Jiangyi Deng; Shengyuan Pang; Yan Liu 069; Wenyuan Xu 001 (CCS, 2024)

Legilimens: Practical and Unified Content Moderation for Large Language Model Services. - Jialin Wu; Jiangyi Deng; Shengyuan Pang; Yanjiao Chen; Jiayang Xu; Xinfeng Li; Wenyuan Xu 001 (CCS, 2024)

Adversarial for Good - Defending Training Data Privacy with Adversarial Attack Wisdom. - Shengyuan Pang; Yanjiao Chen; Jiangyi Deng; Jialin Wu; Yijie Bai; Wenyuan Xu 001 (MetaCom, 2024)

Protego: Detecting Adversarial Examples for Vision Transformers via Intrinsic Capabilities. - Jialin Wu; Kaikai Pan; Yanjiao Chen; Jiangyi Deng; Shengyuan Pang; Wenyuan Xu 001 (MetaCom, 2024)

Sophon: Non-Fine-Tunable Learning to Restrain Task Transferability For Pre-trained Models. - Jiangyi Deng; Shengyuan Pang; Yanjiao Chen; Liangming Xia; Yijie Bai; Haiqin Weng; Wenyuan Xu 001 (SP, 2024)

Towards Efficient Deep Hashing Retrieval: Condensing Your Data via Feature-Embedding Matching. - Tao Feng; Jie Zhang; Huashan Liu; Zhijie Wang 001; Shengyuan Pang (ICASSP, 2025)

Learning to Rank Chain-of-Thought: An Energy-Based Approach with Outcome Supervision. - Eric Hanchen Jiang; Haozheng Luo; Shengyuan Pang; Xiaomin Li; Zhenting Qi; Hengli Li; Cheng-Fu Yang; Zongyu Lin; Xinfeng Li; Hao Xu; Kai-Wei Chang; Ying Nian Wu (CoRR, 2025)