most citedThe challenge of hidden gifts in multi-agent reinforcement learning

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cs.AI2026

Reinforcing the World's Edge: A Continual Learning Problem in the Multi-Agent-World Boundary

Dane Malenfant

In a stationary decentralized Markov game, learning peers generate an episode-indexed sequence of induced MDPs for any focal agent. The joint game remains stationary while the foca…