ResearchBenchmarksValue Function Learning (Corridor Objective) on Square OOD (test)Value Function Learning (Corridor Objective) on Square OOD (test)Follow7.8Value Function L2 ErrorNeural-NF7.27610.81314.3517.887Jun 2, 2026Evaluation resultsMethodMethodLinksValue Function L2 ErrorNeural-NF2026.067.8Intrinsic2026.0610.6PointNet2026.0611.7GNN2026.0613.2MGN2026.0613.3GNO2026.0613.5DeepONet2026.0620.9