Active Matter
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Next-step prediction | Active Matter (test) | VRMSE0.0171 | 19 | |
| Forward forecasting | Active Matter forward task (test) | Relative MSE0.132 | 13 | |
| Inverse forecasting | Active Matter inverse task (test) | Relative MSE0.104 | 13 | |
| Forward (initial value problem) | Active Matter (test) | Relative MSE0.132 | 13 | |
| Inverse (temporal conditioning) | Active Matter (test) | Relative MSE0.104 | 13 | |
| 10-step rollout prediction | Active Matter (test) | 10-step Rollout VRMSE0.384 | 6 | |
| 10-step rollout prediction | Active Matter | VRMSE0.351 | 6 | |
| PDE Surrogate Modeling | Active Matter (test) | VRMSE0.522 | 5 | |
| Physical parameter prediction | active matter | MSE0.057 | 4 | |
| Temporal interpolation | Active Matter (test) | Relative MSE0.111 | 2 |
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