Research map / Multi-agent systems and games / Cooperative multi-agent RL
Solving Transition-Independent Multi-Agent MDPs with Sparse Interactions
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| solve centrally as a fully-observable MMDP instead of a decentralised Dec-MDP | optimal policy value · coordint | expected value: 33% average loss for decentralised, up to 75% | Helped |
| use CRG-based policy search instead of DP/SPUDD | MPP solving · mpp, 3 and 4 agents | instances solved | Helped |
| add branch-and-bound value bounds to CRG policy search (ablation) | CRG-PS · mpp | joint actions evaluated | Helped |
| CoRe versus SPUDD | MPP · mpp, instances solved by SPUDD | runtime: CoRe failed 3.4% vs SPUDD failed 63.9% | Helped |
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