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Coordination Matters: Process-Aware Evaluation of Cooperative Multi-Agent Reinforcement Learning

Cardei, Maria Ana et al.
arXiv (All) · Papers
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artificial-intelligencemachine-learningmultiagent-systems
Cooperative multi-agent reinforcement learning (MARL) benchmarks commonly emphasize aggregate outcomes such as return, success rate, or completion time. While essential, these metrics can obscure how agents coordinate and fail to distinguish policies that achieve similar outcomes through different i
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