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NAS-Bench

Benchmarks

Task NameDataset NameSOTA ResultTrend
Neural Architecture SearchNAS-Bench-201 ImageNet-16-120 (test)
Accuracy47.31
86
Neural Architecture SearchNAS-Bench-201 CIFAR-10 (test)
Accuracy94.37
85
Neural Architecture SearchNAS-Bench-201 CIFAR-100 (test)
Accuracy73.51
78
Neural Architecture SearchNAS-Bench-101 1.0 (test)
Test Accuracy0.9432
22
Neural Architecture SearchNAS-Bench-201 CIFAR-100
Accuracy73.49
19
Accuracy PredictionNAS-Bench-101 (test)
Kendall's Tau0.871
18
Accuracy PredictionNAS-Bench-101 depth=2~7, Test Samples=all 1.0
Kendall's Tau0.891
17
Neural Architecture SearchNAS-Bench-201 CIFAR-100
Spearman Correlation0.911
13
Neural Architecture SearchNAS-Bench-101 CIFAR-10
Spearman Correlation0.832
13
Neural Architecture SearchNAS-Bench-101 (test)
Ranking2
11
Neural Architecture SearchNAS-Bench-101 CIFAR-10 1.0 (S424)
Kendall's Tau80.1
11
Cross-modal adaptationNAS-Bench-360
Darcy (Relative L2)0.0068
9
Accuracy PredictionNAS-Bench-101 depth=2~7, Test Samples=100 1.0
Kendall's Tau0.801
9
Neural Architecture SearchNAS-Bench-101 CIFAR-10 1.0 (S848)
Kendall's Tau78.2
8
Neural Architecture SearchNAS-Bench-201 (NB201) (val)
Acc (C10)91.61
7
Neural Architecture SearchNAS-Bench-301 (val)
Accuracy94.92
6
Neural Architecture SearchNAS-Bench-201 CIFAR-10 1.0 (S781)
Kendall's Tau83.2
6
Neural Architecture SearchNAS-Bench-201 CIFAR-10 1.0 (S469)
Kendall's Tau80.6
6
Neural Architecture SearchNAS-Bench-201 CIFAR-10 1.0 (S156)
Kendall's Tau0.706
6
Accuracy PredictionNAS-Bench-201
Kendall's Tau0.935
6
Bayesian OptimizationNAS-Bench-201
Computation Time (s)3,689
5
Image ClassificationNAS-Bench-301 CIFAR-10
Spearman rho0.74
4
Image ClassificationNAS-Bench-101 CIFAR-10
Spearman Rho0.77
4
Score-Accuracy CorrelationNAS-Bench-201 (test)
Spearman's Rho0.908
4
Ranking CorrelationNAS-Bench Top 150 architectures 201
Kendall's Tau0.34
3
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