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

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most citedNEP89: Universal neuroevolution potential for inorganic and organic materials across 89 elements

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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…