Topological Preservation on Synthetic Data sigma=0.05 (noise level 0.05)
0.032dBCohomological Flow Architecture
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Cohomological Flow Architecture2025.12 | 0.032 | 0.041 | 0.95 | |
| GNN2025.12 | 0.071 | 0.093 | 0.87 | |
| MAE2025.12 | 0.08 | 0.102 | 0.84 | |
| DNN2025.12 | 0.092 | 0.115 | 0.81 |