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DMAR: Decentralized Multi-agent Rollout Algorithm
A new decentralized and online reinforcement learning algorithm for vehicle routing problem in unmapped environments
Jamison Weber
,
Dhanush Giriyan
,
Devendra R. Parkar
,
Andréa Richa
,
Dimitri Bertsekas
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Distributed Online Rollout for Multivehicle Routing in Unmapped Environments
We propose a new decentralized and online reinforcement learning algorithm for vehicle routing in a more challenging unmapped environments with provable guarantees of cost improvements over greedy base policy.
[International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2024)]
Jamison Weber
,
Dhanush Giriyan
,
Devendra R. Parkar
,
Andréa Richa
,
Dimitri Bertsekas
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