Statistical Emulation of Chaotic Systems on L96 single-traj Clean (sigma = 0.0)
0.077L1 Histogram DistanceFixed OT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Fixed OTDimension (d)=32026.04 | 0.077 | 0.157 | 0.278 | |
| Sinkhorn (ours)Dimension (d)=32026.04 | 0.082 | 0.123 | 0.278 | |
| WGAN (ours)Dimension (d)=32026.04 | 0.115 | 0.175 | 0.283 | |
| WGAN (ours)Dimension (d)=32026.04 | 0.153 | 0.183 | 0.251 | |
| No OT (baseline)Dimension (d)=32026.04 | 0.187 | 0.321 | 0.271 | |
| Sinkhorn (ours)Dimension (d)=32026.04 | 0.19 | 0.212 | 0.246 | |
| No OT (baseline)Dimension (d)=32026.04 | 0.241 | 0.342 | 0.243 | |
| WGAN (1D-Conv) (ours)Architecture=1D-Conv, Dimension (d)=32026.04 | 0.245 | 0.205 | 0.278 | |
| Fixed OTDimension (d)=32026.04 | 0.31 | 0.386 | 0.257 |