Long-horizon Identity-Consistency on Moving MNIST sequences 54, 57 T=1000 frames
0.011Median Wasserstein Distance (W1)LAPO
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LAPO2026.05 | 0.011 | 0.0037 | 0.0847 | 0.0771 | 0.0703 | 0.2731 | 0.7683 | 0.4664 | 1 | 0.0409 | 0.0234 | 0.2343 | 0.0086 | 0.0071 | 0.1025 | |
| Standard WM2026.05 | 0.078 | 0.0462 | 0.1308 | 0.4255 | 0.3313 | 0.4966 | 0.5873 | 0.4337 | 0.8828 | 0.1224 | 0.0903 | 0.1982 | 0.2698 | 0.1542 | 0.3785 | |
| NOVA2026.05 | 0.1222 | 0.0258 | 0.6138 | 0.3204 | 0.1418 | 0.7994 | 0.5983 | 0.3552 | 0.9142 | 0.1953 | 0.1313 | 0.2517 | 0.1442 | 0.027 | 1.8013 |