FlowMAS: Learning Multi-Agent Workflow Topology via Information-guided Generative Flow Network

Automated multi-agent systems offer clear advantages over manually designed ones in scalability and adaptability, but existing workflow topology methods still face important limitations. Search-based methods are often computationally expensive, textual-gradient-based methods rely on coarse-grained f