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Papers Benchmarks Datasets Tasks

NAS-Bench-201 dataset and benchmarks · SOTA2 Research

Research Datasets

NAS-Bench-201

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Accuracy Prediction

NAS-Bench-201 8 (whole dataset)

0.901Kendall's Tau

36

Neural Architecture Search

NAS-Bench-201 CIFAR-10

90.4Spearman Correlation

27

Neural Architecture Search (Performance Prediction)

NAS-Bench-201 (test)

0.926Kendall's Tau

18

Accuracy Prediction

NAS-Bench-201 depth=8

0.947Kendall's Tau

15

Neural Architecture Search

NAS-Bench-201 ImageNet16-120 (test)

0.675Kendall's Tau

14

Neural Architecture Search

NAS-Bench-201 ImageNet-16-120

87.9Spearman's Tau

13

Architecture Performance Evaluation

NAS-Bench-201 CIFAR

0.939Spearman Correlation

11

Performance Prediction

NAS-Bench-201 CIFAR-10 (test)

0.64Kendall's Tau

9

Accuracy Prediction

NAS-Bench-201 10% (train)

0.901Kendall's Tau

8

Accuracy Prediction

NAS-Bench-201 5% samples (train)

0.874Kendall's Tau

8

Neural Architecture Search

NAS-Bench-201 CIFAR-10 1.0 (S1563)

85.5Kendall's Tau

6

Neural Architecture Search

NAS-Bench-201 CIFAR-10 1.0 (S78)

0.646Kendall's Tau

6

Neural Architecture Search

NAS-Bench-201 CIFAR-10

94.37Max Accuracy

5

Image Classification

NAS-Bench-201 ImageNet-16-120

0.89Spearman Rho

4

Image Classification

NAS-Bench-201 CIFAR-100

0.9Spearman Rho

4

Image Classification

NAS-Bench-201 CIFAR-10

0.91Spearman Correlation

4

Popular tasks

Neural Architecture Search Accuracy Prediction Image Classification Neural Architecture Search (Performance Prediction)Performance Prediction

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