Improved Techniques for Optimization-Based Jailbreaking on Large Language Models

Authors: Xiaojun Jia, Tianyu Pang, Chao Du, Yihao Huang, Jindong Gu, Yang Liu, Xiaochun Cao, Min Lin | Published: 2024-05-31 | Updated: 2024-06-05

ACE: A Model Poisoning Attack on Contribution Evaluation Methods in Federated Learning

Authors: Zhangchen Xu, Fengqing Jiang, Luyao Niu, Jinyuan Jia, Bo Li, Radha Poovendran | Published: 2024-05-31 | Updated: 2024-06-05

Robust Kernel Hypothesis Testing under Data Corruption

Authors: Antonin Schrab, Ilmun Kim | Published: 2024-05-30

Efficient Black-box Adversarial Attacks via Bayesian Optimization Guided by a Function Prior

Authors: Shuyu Cheng, Yibo Miao, Yinpeng Dong, Xiao Yang, Xiao-Shan Gao, Jun Zhu | Published: 2024-05-29

Toxicity Detection for Free

Authors: Zhanhao Hu, Julien Piet, Geng Zhao, Jiantao Jiao, David Wagner | Published: 2024-05-29 | Updated: 2024-11-08

PureGen: Universal Data Purification for Train-Time Poison Defense via Generative Model Dynamics

Authors: Sunay Bhat, Jeffrey Jiang, Omead Pooladzandi, Alexander Branch, Gregory Pottie | Published: 2024-05-28 | Updated: 2024-06-02

Can We Trust Embodied Agents? Exploring Backdoor Attacks against Embodied LLM-based Decision-Making Systems

Authors: Ruochen Jiao, Shaoyuan Xie, Justin Yue, Takami Sato, Lixu Wang, Yixuan Wang, Qi Alfred Chen, Qi Zhu | Published: 2024-05-27 | Updated: 2024-10-05

Medical MLLM is Vulnerable: Cross-Modality Jailbreak and Mismatched Attacks on Medical Multimodal Large Language Models

Authors: Xijie Huang, Xinyuan Wang, Hantao Zhang, Yinghao Zhu, Jiawen Xi, Jingkun An, Hao Wang, Hao Liang, Chengwei Pan | Published: 2024-05-26 | Updated: 2024-08-21

Visual-RolePlay: Universal Jailbreak Attack on MultiModal Large Language Models via Role-playing Image Character

Authors: Siyuan Ma, Weidi Luo, Yu Wang, Xiaogeng Liu | Published: 2024-05-25 | Updated: 2024-06-12

Revisit, Extend, and Enhance Hessian-Free Influence Functions

Authors: Ziao Yang, Han Yue, Jian Chen, Hongfu Liu | Published: 2024-05-25 | Updated: 2024-10-20