CT-GMARL with fixed-step Neural ODEs in the NetForge_RL simulator delivers 2.0x higher median Blue reward than R-MAPPO, restores 12x more services, and transfers zero-shot to a live Docker environment with median reward 98,026.
The surprising effectiveness of PPO in cooperative multi-agent games
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Event-Driven Temporal Graph Networks for Asynchronous Multi-Agent Cyber Defense in NetForge_RL
CT-GMARL with fixed-step Neural ODEs in the NetForge_RL simulator delivers 2.0x higher median Blue reward than R-MAPPO, restores 12x more services, and transfers zero-shot to a live Docker environment with median reward 98,026.