Cooperative Multi-Agent Reinforcement Learning for Inventory Management

no code implementations • 18 Apr 2023 • Madhav Khirwar, Karthik S. Gurumoorthy, Ankit Ajit Jain, Shantala Manchenahally

In this work, we present a system with a custom GPU-parallelized environment that consists of one warehouse and multiple stores, a novel architecture for agent-environment dynamics incorporating enhanced state and action spaces, and a shared reward specification that seeks to optimize for a large retailer's supply chain needs.

Management Multi-agent Reinforcement Learning +2