Dynamics prediction on DNLS homogeneous N=32 (train)
1.02Training LossHGIN
Evaluation results
| Method | Links | |
|---|---|---|
| HGINN=32, Duration=20 s, Averaged Trajectories=302026.04 | 1.02 | |
| MLPN=32, Duration=20 s, Averaged Trajectories=302026.04 | 1.04 | |
| α-SGHNN=32, Duration=20 s, Averaged Trajectories=302026.04 | 1.3 | |
| G-SympNetN=32, Duration=20 s, Averaged Trajectories=302026.04 | 1.39 | |
| NSSNNN=32, Duration=20 s, Averaged Trajectories=302026.04 | 2.06 | |
| HNNN=32, Duration=20 s, Averaged Trajectories=302026.04 | 2.65 | |
| LA-SympNetN=32, Duration=20 s, Averaged Trajectories=302026.04 | 9.72 |