Maze Solving on Maze (test)
99.9AccuracySheaf-ADMM
Evaluation results
| Method | Links | |
|---|---|---|
| Sheaf-ADMMdv=10, Params=182K2026.05 | 99.9 | |
| MPNN (PM; max)dv=84, Params=182K2026.05 | 99.9 | |
| MPNN (CM; mean)dv=10, Params=49K2026.05 | 94.7 | |
| MPNN (PM; mean)dv=84, Params=182K2026.05 | 93.8 | |
| TRMNumber of Parameters=7M, Features=Attention, Hidden size=5122026.03 | 85.3 | |
| TRM (our run)Number of Parameters=7M, Features=AMP, Hidden size=512, gradient accumulation=10 segments2026.03 | 84.2 | |
| HRMNumber of Parameters=27M, Features=–, Hidden size=5122026.03 | 74.5 | |
| MPNN (CM; max)dv=10, Params=49K2026.05 | 35.1 | |
| DeepSeek R1Number of Parameters=671B, Features=–2026.03 | 0 |