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Constant (Simulated)356.79 (0.00)227.31 (0.00)146.94 (0.00)
Vanilla NN1004.70 (0.85)699.15 (0.82)562.97 (0.79)
Sinkhorn343.60 (0.25)231.87 (0.19)156.27 (0.04)
Gumbel-Sinkhorn344.28 (0.25)232.56 (0.23)157.34 (0.06)
Deterministic NeuralSort45.50 (0.95)34.98 (0.94)34.78 (0.92)
Stochastic NeuralSort33.80 (0.94)31.43 (0.93)29.34 (0.90)
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kNN + Stochastic NeuralSort99.4%93.4%89.5%
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Deterministic NeuralSort0.00520.02720.03390.01050.0220
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DatasetkDeterministic NeuralSortStochastic NeuralSort
MNIST199.2%99.1%
3599.5%99.3%
99.3%99.4%
999.3%99.4%
Fashion-MNIST92.6%92.2%
93.2%93.1%
93.5%93.3%
１３5993.0%93.4%
CIFAR-10188.7%85.1%
135990.0%87.8%
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