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Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
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TY - GEN
T1 - Incentive-based MARL Approach for Commons Dilemmas in Property-based Environments
T2 - The 23rd International Conference on Autonomous Agents and Multi-Agent Systems
AU - Pelcner, Lukasz
AU - do Carmo Alves, Matheus Aparecido
AU - Soriano Marcolino, Leandro
AU - Harrison, Paula
AU - Atkinson, Peter
N1 - Conference code: 23
PY - 2023/12/21
Y1 - 2023/12/21
N2 - We propose ORAA, a novel online incentive algorithm that guides agents in a property-based MARL domain to act sustainably with a common pool of resources. ORAA uses our proposed P-MADDPG model to learn and make decisions over the decentralised agents. We test our solutions in our novel domain, the ``Pollinators' Game'', which simulates a property-based MARL scenario and its incentivisation dynamics. We show significant improvement in the incentives’ cost-efficiency when using learned models that approximate the behaviour of each agent instead of simulating their true models.
AB - We propose ORAA, a novel online incentive algorithm that guides agents in a property-based MARL domain to act sustainably with a common pool of resources. ORAA uses our proposed P-MADDPG model to learn and make decisions over the decentralised agents. We test our solutions in our novel domain, the ``Pollinators' Game'', which simulates a property-based MARL scenario and its incentivisation dynamics. We show significant improvement in the incentives’ cost-efficiency when using learned models that approximate the behaviour of each agent instead of simulating their true models.
KW - Reinforcement Learning
KW - Multi-Agents System
KW - Property-based Environment
KW - Common-Pool Resources
M3 - Conference contribution/Paper
BT - Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems
PB - IFAAMAS
Y2 - 6 May 2024 through 10 May 2024
ER -