AINeutralarXiv – CS AI · 3h ago6/10
🧠
AlphaTransit: Learning to Design City-scale Transit Routes
Researchers introduce AlphaTransit, an AI framework combining Monte Carlo Tree Search with neural networks to optimize city-scale bus network design. The system achieves 9.9-11.4% performance improvements over reinforcement learning alone by coupling learned guidance with tree search, demonstrating that hybrid approaches outperform single-method solutions for complex infrastructure planning problems.