Exploring the Robustness of Decentralized Training for Large Language Models
Authors: Lin Lu, Chenxi Dai, Wangcheng Tao, Binhang Yuan, Yanan Sun, Pan Zhou | Published: 2023-12-01
Poisoning
Using Decentralized Aggregation for Federated Learning with Differential Privacy
Authors: Hadeel Abd El-Kareem, Abd El-Moaty Saleh, Ana Fernández-Vilas, Manuel Fernández-Veiga, asser El-Sonbaty | Published: 2023-11-27
Beyond Boundaries: A Comprehensive Survey of Transferable Attacks on AI Systems
Authors: Guangjing Wang, Ce Zhou, Yuanda Wang, Bocheng Chen, Hanqing Guo, Qiben Yan | Published: 2023-11-20
TextGuard: Provable Defense against Backdoor Attacks on Text Classification
Authors: Hengzhi Pei, Jinyuan Jia, Wenbo Guo, Bo Li, Dawn Song | Published: 2023-11-19 | Updated: 2023-11-25
Poisoning Retrieval Corpora by Injecting Adversarial Passages
Authors: Zexuan Zhong, Ziqing Huang, Alexander Wettig, Danqi Chen | Published: 2023-10-29
Poison is Not Traceless: Fully-Agnostic Detection of Poisoning Attacks
Authors: Xinglong Chang, Katharina Dost, Gillian Dobbie, Jörg Wicker | Published: 2023-10-24
Competitive Advantage Attacks to Decentralized Federated Learning
Authors: Yuqi Jia, Minghong Fang, Neil Zhenqiang Gong | Published: 2023-10-20
Demystifying Poisoning Backdoor Attacks from a Statistical Perspective
Authors: Ganghua Wang, Xun Xian, Jayanth Srinivasa, Ashish Kundu, Xuan Bi, Mingyi Hong, Jie Ding | Published: 2023-10-16 | Updated: 2023-10-18
Secure Decentralized Learning with Blockchain
Authors: Xiaoxue Zhang, Yifan Hua, Chen Qian | Published: 2023-10-10 | Updated: 2024-03-11
Transferable Availability Poisoning Attacks
Authors: Yiyong Liu, Michael Backes, Xiao Zhang | Published: 2023-10-08 | Updated: 2024-06-06