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
BadGD: A unified data-centric framework to identify gradient descent vulnerabilities
Authors: Chi-Hua Wang, Guang Cheng | Published: 2024-05-24
Can Implicit Bias Imply Adversarial Robustness?
Authors: Hancheng Min, René Vidal | Published: 2024-05-24 | Updated: 2024-06-05
$$\mathbf{L^2\cdot M = C^2}$$ Large Language Models are Covert Channels
Authors: Simen Gaure, Stefanos Koffas, Stjepan Picek, Sondre Rønjom | Published: 2024-05-24 | Updated: 2024-10-07
Harnessing Large Language Models for Software Vulnerability Detection: A Comprehensive Benchmarking Study
Authors: Karl Tamberg, Hayretdin Bahsi | Published: 2024-05-24
Lost in the Averages: A New Specific Setup to Evaluate Membership Inference Attacks Against Machine Learning Models
Authors: Florent Guépin, Nataša Krčo, Matthieu Meeus, Yves-Alexandre de Montjoye | Published: 2024-05-24