| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Forecasting | Reaction-Diffusion (test) | Normalized Log-Likelihood-1.7 | 12 | |
| Completion | Reaction-Diffusion (test) | Normalized Log-Likelihood1.38 | 12 | |
| Parameter Reconstruction | Reaction-diffusion 10 instances 1.0 (test) | RMSE0 | 7 | |
| Learning Nonlinear and Non-Periodic Responses on ODEs/PDEs | Reaction-Diffusion (D=0.01, k=0.01) (test) | Relative Error9.09 | 6 | |
| Hybrid Modeling (Parameter Estimation and Prediction) | REACTION-DIFFUSION (test) | Theta Error0.0001 | 6 | |
| Forecasting | Reaction-Diffusion (RD) | MSE7.1 | 5 | |
| Parameter inference | reaction–diffusion (test) | Data Generation Time (s)0 | 3 |