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Machine Heart
Machine Heart
Oct 16, 2026 · Artificial Intelligence

FlowMAS: AI Teams Learn to Self-Organize via GFlowNets

FlowMAS, a NeurIPS 2026 paper, uses Generative Flow Networks with curiosity-driven and information-theoretic rewards to automatically generate diverse, efficient multi-agent workflow topologies, outperforming baselines across six benchmarks with far lower computational cost.

Automated Architecture DesignCuriosity-Driven ExplorationGFlowNets
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FlowMAS: AI Teams Learn to Self-Organize via GFlowNets