Ling-Feng Peng

NetRL: Powering Network Decisions via NetGRPO-Driven Reinforcement Learning

Network decision-making tasks, including adaptive bitrate streaming, load balancing, and congestion control, require policies to process heterogeneous states and actions while balancing near- and long-term consequences. Existing solutions generalize poorly across network tasks, require substantial task-specific redesig...