MARLIN: Multi-Agent Reinforcement Learning with Murmuration Intelligence and LLM Guidance for Reservoir Management
The paper introduces MARLIN, a decentralized reservoir management framework that combines multi-agent reinforcement learning inspired by starling murmurations with LLM-guided reward shaping to effectively handle environmental uncertainties, significantly improving flood response times and computational efficiency compared to traditional methods.