Towards Practical Deployment-Stage Backdoor Attack on Deep Neural Networks. - Xiangyu Qi; Tinghao Xie; Ruizhe Pan; Jifeng Zhu; Yong Yang; Kai Bu (CVPR, 2022)

Circumventing Backdoor Defenses That Are Based on Latent Separability. - Xiangyu Qi; Tinghao Xie; Saeed Mahloujifar; Prateek Mittal (CoRR, 2022)

Fight Poison with Poison: Detecting Backdoor Poison Samples via Decoupling Benign Correlations. - Xiangyu Qi; Tinghao Xie; Saeed Mahloujifar; Prateek Mittal (CoRR, 2022)

Revisiting the Assumption of Latent Separability for Backdoor Defenses. - Xiangyu Qi; Tinghao Xie; Yiming Li; Saeed Mahloujifar; Prateek Mittal (ICLR, 2023)

Towards A Proactive ML Approach for Detecting Backdoor Poison Samples. - Xiangyu Qi; Tinghao Xie; Jiachen T. Wang; Tong Wu; Saeed Mahloujifar; Prateek Mittal (USENIX Security Symposium, 2023)

Fine-tuning Aligned Language Models Compromises Safety, Even When Users Do Not Intend To! - Xiangyu Qi; Yi Zeng 005; Tinghao Xie; Pin-Yu Chen; Ruoxi Jia 001; Prateek Mittal; Peter Henderson 002 (ICLR, 2024)

BaDExpert: Extracting Backdoor Functionality for Accurate Backdoor Input Detection. - Tinghao Xie; Xiangyu Qi; Ping He; Yiming Li; Jiachen T. Wang; Prateek Mittal (ICLR, 2024)

Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications. - Boyi Wei; Kaixuan Huang; Yangsibo Huang; Tinghao Xie; Xiangyu Qi; Mengzhou Xia; Prateek Mittal; Mengdi Wang; Peter Henderson 002 (ICML, 2024)

AI Risk Management Should Incorporate Both Safety and Security. - Xiangyu Qi; Yangsibo Huang; Yi Zeng 005; Edoardo Debenedetti; Jonas Geiping; Luxi He; Kaixuan Huang; Udari Madhushani; Vikash Sehwag; Weijia Shi; Boyi Wei; Tinghao Xie; et al. (CoRR, 2024)

SORRY-Bench: Systematically Evaluating Large Language Model Safety Refusal Behaviors. - Tinghao Xie; Xiangyu Qi; Yi Zeng 005; Yangsibo Huang; Udari Madhushani Sehwag; Kaixuan Huang; Luxi He; Boyi Wei; Dacheng Li; Ying Sheng 007; Ruoxi Jia 001; Bo Li 026; et al. (CoRR, 2024)

Fantastic Copyrighted Beasts and How (Not) to Generate Them. - Luxi He; Yangsibo Huang; Weijia Shi; Tinghao Xie; Haotian Liu; Yue Wang; Luke Zettlemoyer; Chiyuan Zhang; Danqi Chen 001; Peter Henderson 002 (ICLR, 2025)

On Evaluating the Durability of Safeguards for Open-Weight LLMs. - Xiangyu Qi; Boyi Wei; Nicholas Carlini; Yangsibo Huang; Tinghao Xie; Luxi He; Matthew Jagielski; Milad Nasr; Prateek Mittal; Peter Henderson 002 (ICLR, 2025)

SORRY-Bench: Systematically Evaluating Large Language Model Safety Refusal. - Tinghao Xie; Xiangyu Qi; Yi Zeng 005; Yangsibo Huang; Udari Madhushani Sehwag; Kaixuan Huang; Luxi He; Boyi Wei; Dacheng Li; Ying Sheng 007; Ruoxi Jia 001; Bo Li 026; et al. (ICLR, 2025)