Continuum Dynamics Rollout Prediction on Active Matter
0.1262VRMSEWalrus
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| WalrusRollout Range=Avg T [1:20]2025.11 | 0.1262 | — | — | — | — | |
| MPP-AViT-LRollout Range=Avg T [1:20]2025.11 | 0.3195 | — | — | — | — | |
| Poseidon-LRollout Range=Avg T [1:20]2025.11 | 0.3355 | — | — | — | — | |
| DPOT-HRollout Range=Avg T [1:20]2025.11 | 0.5272 | — | — | — | — | |
| DPOT-HProtocol=One-step, Averaging=Averaged over all steps2025.11 | — | 0.0476 | — | — | — | |
| DPOT-HTraining=Fine-tuned, Aggregation=Median2025.11 | — | — | 0.0476 | 0.5272 | 1.2867 | |
| MPP-AViT-LProtocol=One-step, Averaging=Averaged over all steps2025.11 | — | 0.0157 | — | — | — | |
| MPP-AViT-LTraining=Fine-tuned, Aggregation=Median2025.11 | — | — | 0.0157 | 0.3195 | 1.2481 | |
| Poseidon-LProtocol=One-step, Averaging=Averaged over all steps2025.11 | — | 0.0214 | — | — | — | |
| Poseidon-LTraining=Fine-tuned, Aggregation=Median2025.11 | — | — | 0.0214 | 0.3355 | 1.3015 | |
| WalrusProtocol=One-step, Averaging=Averaged over all steps2025.11 | — | 0.0057 | — | — | — | |
| WalrusTraining=Fine-tuned, Aggregation=Median2025.11 | — | — | 0.0057 | 0.1262 | 1.2451 |