byzantine-resilience

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Fully Byzantine-Resilient Multi-Agent Reinforcement Learning

arXiv cs.LG · 23h ago Cached

The paper proposes FRAC-MARL, a decentralized actor-critic multi-agent reinforcement learning method that achieves full Byzantine resilience by leveraging redundancy in communication, ensuring convergence to optimal parameters even under adversarial attacks.

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#byzantine-resilience

Byzantine-Resilient Federated Learning via QUBO-Based Client Selection on Quantum Annealers

arXiv cs.LG · 2026-05-19 Cached

This paper proposes a quantum annealing approach that reformulates client selection in federated learning as a QUBO problem to defend against Byzantine attacks, showing improved detection accuracy over classical MultiKrum on sophisticated attacks, especially when combined with a MultiSignal ensemble.

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