Byzantine-Robust Decentralized Federated Learning

Byzantine-Robust Decentralized Federated Learning

14 June 2024

Minghong Fang

Zifan Zhang

Hairi

Prashant Khanduri

Jia Liu

Yuchen Liu

Neil Zhenqiang Gong

Papers citing "Byzantine-Robust Decentralized Federated Learning"

15 / 15 papers shown

Title
Toward Malicious Clients Detection in Federated Learning Zhihao Dou Jiaqi Wang Wei Sun Zhuqing Liu Minghong Fang AAML 21 0 0 14 May 2025
Towards Artificial General or Personalized Intelligence? A Survey on Foundation Models for Personalized Federated Intelligence Yu Qiao Huy Q. Le Avi Deb Raha Phuong-Nam Tran Apurba Adhikary Mengchun Zhang Loc X. Nguyen Eui-nam Huh Dusit Niyato C. Hong AI4CE 31 0 0 11 May 2025
Traceback of Poisoning Attacks to Retrieval-Augmented Generation Baolei Zhang Haoran Xin Minghong Fang Zhuqing Liu Biao Yi Tong Li Zheli Liu SILM AAML 62 0 0 30 Apr 2025
GRANITE : a Byzantine-Resilient Dynamic Gossip Learning Framework Yacine Belal Mohamed Maouche Sonia Ben Mokhtar Anthony Simonet-Boulogne 37 0 0 24 Apr 2025
On Model Protection in Federated Learning against Eavesdropping Attacks Dipankar Maity Kushal Chakrabarti FedML 65 0 0 02 Apr 2025
From Interpretation to Correction: A Decentralized Optimization Framework for Exact Convergence in Federated Learning Bicheng Ying Zhe Li Haibo Yang FedML 68 0 0 25 Mar 2025
From Centralized to Decentralized Federated Learning: Theoretical Insights, Privacy Preservation, and Robustness Challenges Qiongxiu Li Wenrui Yu Yufei Xia Jun Pang FedML 52 1 0 10 Mar 2025
Provably Robust Federated Reinforcement Learning Minghong Fang Xilong Wang Neil Zhenqiang Gong FedML 65 0 0 12 Feb 2025
Poisoning Attacks and Defenses to Federated Unlearning Wenbin Wang Qiwen Ma Zifan Zhang Yuchen Liu Zhuqing Liu Minghong Fang MU FedML 77 2 0 29 Jan 2025
Do We Really Need to Design New Byzantine-robust Aggregation Rules? Minghong Fang Seyedsina Nabavirazavi Zhuqing Liu Wei Sun S. Iyengar Haibo Yang AAML OOD 76 6 0 29 Jan 2025
On the Hardness of Decentralized Multi-Agent Policy Evaluation under Byzantine Attacks Hairi Minghong Fang Zifan Zhang Alvaro Velasquez Jia Liu AAML 16 1 0 19 Sep 2024
Securing Distributed Network Digital Twin Systems Against Model Poisoning Attacks Zifan Zhang Minghong Fang Mingzhe Chen Gaolei Li Xi Lin Yuchen Liu AAML 35 3 0 02 Jul 2024
Concealing Backdoor Model Updates in Federated Learning by Trigger-Optimized Data Poisoning Yujie Zhang Neil Zhenqiang Gong Michael K. Reiter FedML 40 1 0 10 May 2024
FLCert: Provably Secure Federated Learning against Poisoning Attacks Xiaoyu Cao Zaixi Zhang Jinyuan Jia Neil Zhenqiang Gong FedML OOD 73 59 0 02 Oct 2022
FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping Xiaoyu Cao Minghong Fang Jia Liu Neil Zhenqiang Gong FedML 106 611 0 27 Dec 2020