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Fully Byzantine-Resilient Distributed Multi-Agent Q-Learning

cs.MA · 2026-04-03 · unverdicted · novelty 7.0

A redundancy-based filtering Q-learning algorithm makes all agents converge almost surely to optimal values under Byzantine attacks by enforcing a new verifiable topological condition on the communication graph.

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  • Fully Byzantine-Resilient Distributed Multi-Agent Q-Learning cs.MA · 2026-04-03 · unverdicted · none · ref 35

    A redundancy-based filtering Q-learning algorithm makes all agents converge almost surely to optimal values under Byzantine attacks by enforcing a new verifiable topological condition on the communication graph.