A Weighted Byzantine Fault Tolerance Consensus Driven Trusted Multiple Large Language Models Network
Authors: Haoxiang Luo, Gang Sun, Yinqiu Liu, Dongcheng Zhao, Dusit Niyato, Hongfang Yu, Schahram Dustdar | Published: 2025-05-08
Byzantine Consensus Mechanism
A Blockchain-empowered Multi-Aggregator Federated Learning Architecture in Edge Computing with Deep Reinforcement Learning Optimization
Authors: Xiao Li, Weili Wu | Published: 2023-10-14
Byzantine-Robust Clustered Federated Learning
Authors: Zhixu Tao, Kun Yang, Sanjeev R. Kulkarni | Published: 2023-06-01
On the Optimal Batch Size for Byzantine-Robust Distributed Learning
Authors: Yi-Rui Yang, Chang-Wei Shi, Wu-Jun Li | Published: 2023-05-23
A New Implementation of Federated Learning for Privacy and Security Enhancement
Authors: Xiang Ma, Haijian Sun, Rose Qingyang Hu, Yi Qian | Published: 2022-08-03
BROADCAST: Reducing Both Stochastic and Compression Noise to Robustify Communication-Efficient Federated Learning
Authors: Heng Zhu, Qing Ling | Published: 2021-04-14 | Updated: 2022-04-11
Simeon — Secure Federated Machine Learning Through Iterative Filtering
Authors: Nicholas Malecki, Hye-young Paik, Aleksandar Ignjatovic, Alan Blair, Elisa Bertino | Published: 2021-03-13
Learning from History for Byzantine Robust Optimization
Authors: Sai Praneeth Karimireddy, Lie He, Martin Jaggi | Published: 2020-12-18 | Updated: 2021-06-29
ByGARS: Byzantine SGD with Arbitrary Number of Attackers
Authors: Jayanth Regatti, Hao Chen, Abhishek Gupta | Published: 2020-06-24 | Updated: 2020-12-07
Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation
Authors: Cong Xie, Sanmi Koyejo, Indranil Gupta | Published: 2019-03-10