Differentially Private and Byzantine-Resilient Decentralized Nonconvex Optimization: System Modeling, Utility, Resilience, and Privacy Analysis
Privacy leakage and Byzantine failures are two adverse factors to the intelligent decision-
making process of multi-agent systems (MASs). Considering the presence of these two …
making process of multi-agent systems (MASs). Considering the presence of these two …
Decentralized Byzantine-Resilient Stochastic Optimization Over Multi-Agent Systems with Arbitrary Communication Delays
Byzantine failures and communication delays impose great challenges to the decision-
making process of multiagent systems (MASs). In this paper, we aim to resolve a category of …
making process of multiagent systems (MASs). In this paper, we aim to resolve a category of …
Efficient Byzantine-Resilient Decentralized Learning: Sparse M-Estimation with Robust Aggregation Techniques
CJ Li - 2024 - papers.ssrn.com
This paper addresses the challenge of robust sparse M-estimation in decentralized networks
under Byzantine attacks. In a decentralized learning framework, some nodes may behave …
under Byzantine attacks. In a decentralized learning framework, some nodes may behave …