Dynamics Prediction
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
0.063Prediction Error
16
Feb 26, 2026
0.38Rollout NRMSE (Step 1)
14
May 18, 2026
0.65NRMSE_ES (Step 1)
14
May 18, 2026
1.49Prediction Error (1,2,0)
13
Feb 26, 2026
1.55Prediction Error (1,2,0)
13
Feb 26, 2026
0.006MSE
9
Feb 26, 2026
0.008MSE
9
Feb 26, 2026
15.56MSE (short)
9
Feb 26, 2026
6.72MSE (short)
9
Feb 26, 2026
6.1MSE (short horizon)
9
Feb 26, 2026
1.48Test Loss
7
Apr 28, 2026
1.01Train Loss
7
Apr 28, 2026
1.13Test Loss
7
Apr 28, 2026
1.05Train Loss
7
Apr 28, 2026
1.25Test Loss
7
Apr 28, 2026
1.02Training Loss
7
Apr 28, 2026
1.17Test loss
7
Apr 28, 2026
1.21Training Loss
7
Apr 28, 2026
1.11MSE (acceleration)
7
Mar 6, 2026
17.99PSNR
7
Feb 26, 2026
18.49PSNR
7
Feb 26, 2026
1,450Prediction Error
7
Feb 26, 2026
0.149Prediction Error
7
Feb 26, 2026
12.8Prediction Error (10^-2)
7
Feb 26, 2026
14.42Prediction Error (Norm)
7
Feb 26, 2026