Optimal Transport Map Estimation on OT Map T3(x), n=5000 (d=10) c (test)
0.942MSEICNNq (Softplus)
Evaluation Results
| Method | Links | |
|---|---|---|
| ICNNq (Softplus)Architecture (width x depth)=(64 x 4), tau=0.12026.04 | 0.942 | |
| HyCNNArchitecture (width x depth)=(48 x 6)2026.04 | 1.009 | |
| HyCNNArchitecture (width x depth)=(48 x 4)2026.04 | 1.026 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 6), tau=0.12026.04 | 1.069 | |
| ICNNq (ReLU)Architecture (width x depth)=(64 x 4)2026.04 | 1.22 | |
| ICNNq (ReLU)Architecture (width x depth)=(64 x 2)2026.04 | 1.522 | |
| ICNNq (ReLU)Architecture (width x depth)=(64 x 6)2026.04 | 1.558 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 2), tau=0.12026.04 | 1.605 | |
| HyCNNArchitecture (width x depth)=(48 x 2)2026.04 | 1.873 | |
| ICNN (ReLU)Architecture (width x depth)=(64 x 4)2026.04 | 2.165 | |
| ICNN (L-ReLU)Architecture (width x depth)=(64 x 6)2026.04 | 2.271 | |
| ICNN (ReLU)Architecture (width x depth)=(64 x 6)2026.04 | 2.461 | |
| ICNN (L-ReLU)Architecture (width x depth)=(64 x 4)2026.04 | 2.784 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 6), tau=12026.04 | 2.878 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 4), tau=12026.04 | 3.231 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 2), tau=12026.04 | 3.519 | |
| Entropic OTepsilon=12026.04 | 3.834 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 6), tau=102026.04 | 4.565 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 4), tau=102026.04 | 4.62 | |
| ICNN (ReLU)Architecture (width x depth)=(64 x 2)2026.04 | 4.67 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 2), tau=102026.04 | 4.769 | |
| MongeGapArchitecture (width x depth)=(64 x 2)2026.04 | 5.371 | |
| MongeGapArchitecture (width x depth)=(64 x 4)2026.04 | 7.208 | |
| MongeGapArchitecture (width x depth)=(64 x 6)2026.04 | 7.476 | |
| Entropic OTepsilon=0.12026.04 | 8.155 | |
| Entropic OTepsilon=102026.04 | 16.868 | |
| ICNN (L-ReLU)Architecture (width x depth)=(64 x 2)2026.04 | 134.056 |