No Vandalism: Privacy-Preserving and Byzantine-Robust Federated Learning
Authors: Zhibo Xing, Zijian Zhang, Zi'ang Zhang, Jiamou Liu, Liehuang Zhu, Giovanni Russello | Published: 2024-06-03
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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
BadGD: A unified data-centric framework to identify gradient descent vulnerabilities
Authors: Chi-Hua Wang, Guang Cheng | Published: 2024-05-24
A GAN-Based Data Poisoning Attack Against Federated Learning Systems and Its Countermeasure
Authors: Wei Sun, Bo Gao, Ke Xiong, Yuwei Wang | Published: 2024-05-19 | Updated: 2024-05-21
Concealing Backdoor Model Updates in Federated Learning by Trigger-Optimized Data Poisoning
Authors: Yujie Zhang, Neil Gong, Michael K. Reiter | Published: 2024-05-10 | Updated: 2024-09-09
Unlearning Backdoor Attacks through Gradient-Based Model Pruning
Authors: Kealan Dunnett, Reza Arablouei, Dimity Miller, Volkan Dedeoglu, Raja Jurdak | Published: 2024-05-07
TuBA: Cross-Lingual Transferability of Backdoor Attacks in LLMs with Instruction Tuning
Authors: Xuanli He, Jun Wang, Qiongkai Xu, Pasquale Minervini, Pontus Stenetorp, Benjamin I. P. Rubinstein, Trevor Cohn | Published: 2024-04-30 | Updated: 2025-03-17
Watch Out for Your Guidance on Generation! Exploring Conditional Backdoor Attacks against Large Language Models
Authors: Jiaming He, Wenbo Jiang, Guanyu Hou, Wenshu Fan, Rui Zhang, Hongwei Li | Published: 2024-04-23 | Updated: 2025-01-08
Competition Report: Finding Universal Jailbreak Backdoors in Aligned LLMs
Authors: Javier Rando, Francesco Croce, Kryštof Mitka, Stepan Shabalin, Maksym Andriushchenko, Nicolas Flammarion, Florian Tramèr | Published: 2024-04-22 | Updated: 2024-06-06