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Optimal Transport map estimation on OT map (b) T2(x), d=50

0.406MSEHyCNN
-1.9908814.1880630.36746.54594Apr 29, 2026

Evaluation results

MethodLinks
HyCNNArchitecture=48 x 4, n=m=50002026.040.406
HyCNNArchitecture=48 x 6, n=m=50002026.040.499
HyCNNArchitecture=48 x 2, n=m=50002026.040.676
ICNNq (Softplus)Architecture=64 x 2, tau=10, n=m=50002026.042.019
ICNNq (Softplus)Architecture=64 x 4, tau=10, n=m=50002026.042.419
ICNNq (Softplus)Architecture=64 x 6, tau=10, n=m=50002026.042.472
ICNNq (Softplus)Architecture=64 x 2, tau=0.1, n=m=50002026.043.259
ICNNq (Softplus)Architecture=64 x 2, tau=1, n=m=50002026.043.447
ICNNq (ReLU)Architecture=64 x 2, n=m=50002026.043.633
ICNNq (Softplus)Architecture=64 x 6, tau=1, n=m=50002026.044.063
ICNNq (Softplus)Architecture=64 x 4, tau=1, n=m=50002026.046.358
ICNNq (Softplus)Architecture=64 x 4, tau=0.1, n=m=50002026.047.303
ICNNq (ReLU)Architecture=64 x 4, n=m=50002026.048.347
ICNN (ReLU)Architecture=64 x 6, n=m=50002026.049.786
ICNN (L-ReLU)Architecture=64 x 6, n=m=50002026.049.996
ICNN (ReLU)Architecture=64 x 4, n=m=50002026.0412.451
ICNN (L-ReLU)Architecture=64 x 4, n=m=50002026.0416.11
MongeGapArchitecture=64 x 6, n=m=50002026.0416.897
MongeGapArchitecture=64 x 4, n=m=50002026.0419.127
ICNN (ReLU)Architecture=64 x 2, n=m=50002026.0419.617
ICNNq (Softplus)Architecture=64 x 6, tau=0.1, n=m=50002026.0420.532
MongeGapArchitecture=64 x 2, n=m=50002026.0420.856
ICNNq (ReLU)Architecture=64 x 6, n=m=50002026.0426.901
Entropic OTepsilon=10, n=m=50002026.0433.704
Entropic OTepsilon=1, n=m=50002026.0441.518
Entropic OTepsilon=0.1, n=m=50002026.0452.669
ICNN (L-ReLU)Architecture=64 x 2, n=m=50002026.0460.328