ResearchBenchmarksValue Function Learning (Corridor Objective) on Disk OOD (test)Value Function Learning (Corridor Objective) on Disk OOD (test)Follow7Value Function L2 Error (%)Neural-NF5.87213.48621.128.714Jun 2, 2026Evaluation resultsMethodMethodLinksValue Function L2 Error (%)Neural-NF2026.067Intrinsic2026.0613.4MGN2026.0624.9GNO2026.0626.4GNN2026.0626.7PointNet2026.0629.1DeepONet2026.0635.2