works on
byzantine resilience 1decentralized optimization 1multi-agent systems 1proximal methods 1stochastic gradient 1variance reduction 1

From the 1 of 1 linked paper with an AI index.

most citedProx-DBRO-VR: A Unified Analysis on Byzantine-Resilient Decentralized Stochastic Composite Optimization with Variance Reduction and Non-Asymptotic Convergence Rates

5 citations · 5 across the 1 of their papers we have counts for

collaborators

1 paper

math.OC2026★ 5 cited

Prox-DBRO-VR: A Unified Analysis on Byzantine-Resilient Decentralized Stochastic Composite Optimization with Variance Reduction and Non-Asymptotic Convergence Rates

Jinhui Hu, Guo Chen, Huaqing Li +3

The paper proposes a decentralized stochastic proximal‑gradient algorithm that remains robust to Byzantine (malicious or faulty) agents, and enhances its speed using variance‑reduc…