Reaction-Diffusion
Benchmarks
TaskDatasetSOTA resultTrendResults
Reaction-Diffusion (test)
-1.7Normalized Log-Likelihood
12
Reaction-Diffusion (test)
1.38Normalized Log-Likelihood
12
Reaction-Diffusion (train)
0Error
7
Reaction-Diffusion (val)
0Error
7
Reaction-Diffusion (RD)
0.007L2 Error
7
Reaction-diffusion 10 instances 1.0 (test)
0RMSE
7
Reaction–Diffusion
1.04Time per Sample (s)
6
Reaction-diffusion
16Complexity (C)
6
Reaction-Diffusion (D=0.01, k=0.01) (test)
9.09Relative Error
6
REACTION-DIFFUSION (test)
0Theta Error
6
Reaction-Diffusion
1.9Relative L2 Error
5
Reaction-Diffusion (RD)
7.1MSE
5
Reaction-diffusion nu=20 PINN (train)
1.47Train Loss
4
Reaction-diffusion nu=10 PINN (train)
1.31Train Loss
4
Reaction-diffusion nu=6 PINN (train)
1.92Train Loss
4
Reaction-diffusion nu=5 PINN (train)
2.27Train Loss
4
Reaction-diffusion
0.113Mean RMSE
4
Reaction–Diffusion
0.002MMSE
4
Reaction-Diffusion 10K (evaluation)
1.08Relative L2 Error
4
Reaction-Diffusion
0.01Error
3
Reaction-diffusion 8
0.008Prediction Error
3
reaction–diffusion (test)
0Data Generation Time (s)
3
Reaction diffusion
94.85Smoothness
2
Reaction diffusion
2.17Intrinsic Dimension
2