Siren: Byzantine-robust Federated Learning via Proactive Alarming. - Hanxi Guo; Hao Wang 022; Tao Song 003; Yang Hua 001; Zhangcheng Lv; Xiulang Jin; Zhengui Xue; Ruhui Ma; Haibing Guan (SoCC, 2021)

SpaceDML: Enabling Distributed Machine Learning in Space Information Networks. - Hanxi Guo; Qing Yang; Hao Wang 022; Yang Hua 001; Tao Song 003; Ruhui Ma; Haibing Guan (IEEE Netw., 2021)

UNIT: Backdoor Mitigation via Automated Neural Distribution Tightening. - Siyuan Cheng 005; Guangyu Shen; Kaiyuan Zhang 002; Guanhong Tao 001; Shengwei An; Hanxi Guo; Shiqing Ma; Xiangyu Zhang 001 (ECCV (62), 2024)

BiScope: AI-generated Text Detection by Checking Memorization of Preceding Tokens. - Hanxi Guo; Siyuan Cheng 005; Xiaolong Jin 002; Zhuo Zhang 002; Kaiyuan Zhang 002; Guanhong Tao 001; Guangyu Shen; Xiangyu Zhang 001 (NeurIPS, 2024)

Poisoning with A Pill: Circumventing Detection in Federated Learning. - Hanxi Guo; Hao Wang 022; Tao Song 003; Tianhang Zheng; Yang Hua 001; Haibing Guan; Xiangyu Zhang 001 (CoRR, 2024)

Siren$^+$+: Robust Federated Learning With Proactive Alarming and Differential Privacy. - Hanxi Guo; Hao Wang 022; Tao Song 003; Yang Hua 001; Ruhui Ma; Xiulang Jin; Zhengui Xue; Haibing Guan (IEEE Trans. Dependable Secur. Comput., 2024)

BAIT: Large Language Model Backdoor Scanning by Inverting Attack Target. - Guangyu Shen; Siyuan Cheng 005; Zhuo Zhang 002; Guanhong Tao 001; Kaiyuan Zhang 002; Hanxi Guo; Lu Yan; Xiaolong Jin 002; Shengwei An; Shiqing Ma; Xiangyu Zhang 001 (SP, 2025)

SOFT: Selective Data Obfuscation for Protecting LLM Fine-tuning against Membership Inference Attacks. - Kaiyuan Zhang 002; Siyuan Cheng 005; Hanxi Guo; Yuetian Chen; Zian Su; Shengwei An; Yuntao Du 002; Charles Fleming; Ashish Kundu; Xiangyu Zhang 001; Ninghui Li (CoRR, 2025)

CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs. - Hanxi Guo; Siyuan Cheng 005; Kaiyuan Zhang 002; Guangyu Shen; Xiangyu Zhang 001 (CoRR, 2025)

ASTRA: Autonomous Spatial-Temporal Red-teaming for AI Software Assistants. - Xiangzhe Xu; Guangyu Shen; Zian Su; Siyuan Cheng 005; Hanxi Guo; Lu Yan; Xuan Chen; Jiasheng Jiang; Xiaolong Jin 002; Chengpeng Wang 001; Zhuo Zhang 002; Xiangyu Zhang 001 (CoRR, 2025)