Continual Graph Multi-Agent Reinforcement Learning

Name: Continual Graph Multi-Agent Reinforcement Learning
Uploaded: 2026-10-18T00:20:41.596643+00:00
Duration: 331 s
Description: This work introduces Continual Graph Multi-Agent Reinforcement Learning (CGMARL) to solve continual learning challenges in multi-agent systems. It models task sequences as graphs and proposes the Frozen Graph Encoder (FROG) method to prevent agents from forgetting previously learned skills when facing new tasks.

This work introduces Continual Graph Multi-Agent Reinforcement Learning (CGMARL) to solve continual learning challenges in multi-agent systems. It models task sequences as graphs and proposes the Frozen Graph Encoder (FROG) method to prevent agents from forgetting previously learned skills when facing new tasks.

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