Ningyun Wang

Graph-MARL-CloudLLM: A Graph-enhanced Multi-Agent Reinforcement Learning Framework for Adaptive Resource Scheduling and Workload Optimization of Large Language Model Inference Services across Multi-Cloud Platforms

Experimental results on a simulated heterogeneous multi-cloud LLM inference environment demonstrate that Graph-MARL-CloudLLM achieves superior scheduling performance compared with existing approaches, and validate the effectiveness of graph-enhanced state representation and cooperative multi-agent optimization for adap...