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This work introduces MindTopo, a benchmark of topological intuition across five properties grounded in cognitive science and formal topology: continuity, separation, order, enclosure, and knots, which performs better on reasoning than on planning, and the best-performing model remains far below observed human performance.
Neural Double Q-routing slashes mean completion times by up to 8.8% in complex industrial environments, outperforming traditional methods.
A novel congestion-aware scheduling method reduces delivery times by over 16% in semiconductor fabs without sacrificing throughput.
