Topological Reconstruction on Allen Institute Neuropixels spike-train data (test)
0.038dBCohomological Flow Architecture
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Cohomological Flow Architectureneurons (d)=100, time (T)=2000 ms2025.12 | 0.038 | 0.045 | 0.94 | |
| GNNneurons (d)=100, time (T)=2000 ms2025.12 | 0.087 | 0.103 | 0.85 | |
| MAEneurons (d)=100, time (T)=2000 ms2025.12 | 0.095 | 0.111 | 0.83 | |
| DNNneurons (d)=100, time (T)=2000 ms2025.12 | 0.108 | 0.125 | 0.79 |