Optimal Transport Map Estimation on OT Map T3(x) n=5000 (d=50) c (test)
3.82MSEICNN (L-ReLU)
Evaluation Results
| Method | Links | |
|---|---|---|
| ICNN (L-ReLU)Architecture (width x depth)=(64 x 2)2026.04 | 3.82 | |
| HyCNNArchitecture (width x depth)=(48 x 6)2026.04 | 19.771 | |
| HyCNNArchitecture (width x depth)=(48 x 4)2026.04 | 19.84 | |
| HyCNNArchitecture (width x depth)=(48 x 2)2026.04 | 21.572 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 2), tau=12026.04 | 24.779 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 2), tau=102026.04 | 25.55 | |
| ICNNq (ReLU)Architecture (width x depth)=(64 x 2)2026.04 | 26.985 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 4), tau=102026.04 | 27.468 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 6), tau=102026.04 | 27.948 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 2), tau=0.12026.04 | 28.272 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 6), tau=12026.04 | 28.474 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 4), tau=12026.04 | 30.605 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 4), tau=0.12026.04 | 44.097 | |
| ICNNq (ReLU)Architecture (width x depth)=(64 x 4)2026.04 | 48.32 | |
| ICNN (ReLU)Architecture (width x depth)=(64 x 6)2026.04 | 55.948 | |
| ICNN (L-ReLU)Architecture (width x depth)=(64 x 6)2026.04 | 59.944 | |
| ICNNq (ReLU)Architecture (width x depth)=(64 x 6)2026.04 | 61.714 | |
| MongeGapArchitecture (width x depth)=(64 x 6)2026.04 | 65.164 | |
| ICNN (ReLU)Architecture (width x depth)=(64 x 4)2026.04 | 66.244 | |
| MongeGapArchitecture (width x depth)=(64 x 4)2026.04 | 75.989 | |
| MongeGapArchitecture (width x depth)=(64 x 2)2026.04 | 84.647 | |
| ICNN (L-ReLU)Architecture (width x depth)=(64 x 4)2026.04 | 85.385 | |
| Entropic OTepsilon=102026.04 | 89.193 | |
| ICNN (ReLU)Architecture (width x depth)=(64 x 2)2026.04 | 89.585 | |
| Entropic OTepsilon=12026.04 | 169.342 | |
| Entropic OTepsilon=0.12026.04 | 189.406 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 6), tau=0.12026.04 | 228.345 |