Optimal Transport Map Estimation on OT Map T3(x) n=5000 (d=20) c (test)
2.29MSEICNN (L-ReLU)
Evaluation Results
| Method | Links | |
|---|---|---|
| ICNN (L-ReLU)Architecture (width x depth)=(64 x 2)2026.04 | 2.29 | |
| HyCNNArchitecture (width x depth)=(48 x 4)2026.04 | 4.704 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 6), tau=0.12026.04 | 5.025 | |
| HyCNNArchitecture (width x depth)=(48 x 6)2026.04 | 5.571 | |
| ICNNq (ReLU)Architecture (width x depth)=(64 x 6)2026.04 | 5.828 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 4), tau=0.12026.04 | 6.896 | |
| ICNNq (ReLU)Architecture (width x depth)=(64 x 4)2026.04 | 7.211 | |
| HyCNNArchitecture (width x depth)=(48 x 2)2026.04 | 7.716 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 2), tau=12026.04 | 8.172 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 2), tau=0.12026.04 | 8.41 | |
| ICNNq (ReLU)Architecture (width x depth)=(64 x 2)2026.04 | 8.499 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 4), tau=12026.04 | 8.967 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 6), tau=12026.04 | 9.241 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 2), tau=102026.04 | 9.492 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 6), tau=102026.04 | 9.568 | |
| ICNNq (Softplus)Architecture (width x depth)=(64 x 4), tau=102026.04 | 9.634 | |
| ICNN (ReLU)Architecture (width x depth)=(64 x 6)2026.04 | 9.641 | |
| ICNN (L-ReLU)Architecture (width x depth)=(64 x 6)2026.04 | 11.384 | |
| ICNN (L-ReLU)Architecture (width x depth)=(64 x 4)2026.04 | 13.704 | |
| ICNN (ReLU)Architecture (width x depth)=(64 x 4)2026.04 | 13.822 | |
| MongeGapArchitecture (width x depth)=(64 x 2)2026.04 | 19.623 | |
| MongeGapArchitecture (width x depth)=(64 x 4)2026.04 | 19.64 | |
| MongeGapArchitecture (width x depth)=(64 x 6)2026.04 | 19.933 | |
| ICNN (ReLU)Architecture (width x depth)=(64 x 2)2026.04 | 20.552 | |
| Entropic OTepsilon=12026.04 | 30.997 | |
| Entropic OTepsilon=102026.04 | 33.891 | |
| Entropic OTepsilon=0.12026.04 | 42.243 |