actor-critic-methods

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Fully Byzantine-Resilient Multi-Agent Reinforcement Learning

arXiv cs.LG · 18h 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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