ResearchBenchmarksValue Function Learning (Corridor Objective) on Maze OOD (test)Value Function Learning (Corridor Objective) on Maze OOD (test)Follow8.9Value Function L2 Error (%)Neural-NF7.4817.06526.6536.235Jun 2, 2026Evaluation resultsMethodMethodLinksValue Function L2 Error (%)Neural-NF2026.068.9Intrinsic2026.0614.1GNN2026.0641.4GNO2026.0642.2DeepONet2026.0642.4PointNet2026.0644.1MGN2026.0644.4