Author

Simone Antonelli

CISPA Helmholtz Center for Information Security

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Preprint Jul 2026

MPFlow: Learning Budgeted Max-Flow Optimization on the Lightning Network with Deep Graph Reinforcement Learning

This lightweight agent combines a message-passing policy network with proximal policy optimization (PPO) and action masking, and is trained under a hub-exclusion curriculum, forcing the policy to learn capacity-aware placement rather than hub attachment.

Harrison Rush, Vincent Davis, Simone Antonelli et al. · 0 citations