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Papers Benchmarks Datasets Tasks

Neural Architecture Search research benchmarks – Page 4 · SOTA2 Research

Neural Architecture Search

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.842Performance

4

Feb 26, 2026

61.1Performance Score

4

Feb 26, 2026

71.9Overall Performance

4

Feb 26, 2026

NAS-Bench-Graph

76.2Mean Accuracy (%)

3

Mar 31, 2026

71.59Mean Accuracy

3

Mar 31, 2026

NDS-PNAS ImageNette2

69.2Accuracy

3

Feb 26, 2026

NDS-PNAS CIFAR-10

93.8Accuracy

3

Feb 26, 2026

NDS-DARTS CIFAR-10

92.6Accuracy

3

Feb 26, 2026

NAS-Bench-101 CIFAR-10

92.7Accuracy

3

Feb 26, 2026

NAS-Bench-Graph

64Mean Wins

2

Mar 31, 2026

NAS-Bench-201 6 transfer pairs

6Win Count (Mean)

2

Mar 31, 2026

DFC OMA-353 2019 (test)

9.9Search Time

2

Mar 20, 2026

DFC JAX-258 2019 (test)

9.6Time (Duration)

2

Mar 20, 2026

DFC JAX-467 2019 (test)

10.1Search Time

2

Mar 20, 2026

DFC Average across scenes 2019 (test)

9.7Time

2

Mar 20, 2026

CIFAR100 NAS-Bench-201 (train)

15.36Search Time (GPU sec)

2

Feb 26, 2026

NATS-Bench-SSS ImageNet-16-120 (test)

0.81Spearman Rho

2

Feb 26, 2026

NATS-Bench SSS CIFAR-100 (test)

0.74Spearman Correlation

2

Feb 26, 2026

NATS-Bench-SSS CIFAR-10 (test)

0.89Spearman Rho

2

Feb 26, 2026

5.28Final Test Error (%)

2

Feb 26, 2026

0.059Final Test Error

2

Feb 26, 2026

CIFAR-10 NDS ResNeXt-B (test)

95.12Test Accuracy

1

Feb 26, 2026

CIFAR-10 NDS ResNeXt-A (test)

94.99Test Accuracy

1

Feb 26, 2026

CIFAR-10 NDS ResNet (test)

0.953Test Accuracy

1

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Page 4 of 4

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NAS-Bench NAS-Bench-101 NASBench CIFAR HW-NAS-Bench

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