Lotka-Volterra
Benchmarks
TaskDatasetSOTA resultTrendResults
Lotka-Volterra (L.-V.) synthetic (test)
0.63MSE
27
Lotka-Volterra Simulated
-3.46Normalized Log-Likelihood
12
Lotka-Volterra (LV)
80F1 (u)
9
Lotka–Volterra Path Measure
0.271KL Divergence (nu^A || nu^B)
7
Lotka–Volterra tau=0.875
0.061EMD
7
Lotka–Volterra tau=0.625
0.036EMD
7
Lotka–Volterra (tau=0.375)
2.6EMD
7
Lotka–Volterra tau=0.125
0.018EMD
7
Lotka-Volterra
0.036MAE
6
Lotka Volterra
0.03Reconstruction MSE
6
Lotka-Volterra Real
-4.29Normalized Log-Likelihood
6
Lotka-Volterra Real
-5.01Normalized Log-Likelihood
6
Lotka-Volterra Real
-4.18Normalized Log-Likelihood
6
Lotka-Volterra Simulated
-4.87NLL
6
Lotka-Volterra 5x Extrapolation
0.022Trajectory MSE
5
Lotka-Volterra 2x Extrapolation
0.005Trajectory MSE
5
Lotka-Volterra In-distribution
0.001Trajectory MSE
5
Lotka-Volterra (LV) high-dimensional (test)
62C2ST Accuracy
5
Lotka Volterra
0.003MSE
4
Lotka-Volterra eq. B.7 Domain [0, 8] × [0, 8]
0Relative L2 Error
4
Lotka-Volterra eq. B.6, Domain [-5, 5] × [-5, 5]
0Relative L2 Error
4
Lotka-Volterra eq. B.6 Domain [-2, 2] × [-2, 2]
0Relative L2 Error
4
Lotka-Volterra simulations (test)
0.048RMSE
4
Lotka–Volterra 20 datasets
0.02Alpha (α) Mean Relative Bias
3
Lotka-Volterra modified (combined)
24F1 Score
3