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Papers Benchmarks Datasets Tasks

Neural Architecture Search research benchmarks – Page 3 · SOTA2 Research

Neural Architecture Search

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

NAS-Bench-NLP (val)

95.64Perplexity

7

Feb 26, 2026

HW-NAS-Bench FPGA

Optimum Architecture

44.4Accuracy

7

Feb 26, 2026

HW-NAS-Bench Eyeriss

45.2Accuracy

7

Feb 26, 2026

HW-NAS-Bench Pixel 3

41.3Accuracy

7

Feb 26, 2026

HW-NAS-Bench Edge TPU

46.8Accuracy

7

Feb 26, 2026

TransNAS-Bench macro level search space 101

0.61Kendall's Tau

7

Feb 26, 2026

NASBench-NLP PTB

63Retrieving Rate @ Top 10%

7

Feb 26, 2026

ImageNet (train val)

0.6Search Cost (GPU-days)

6

Feb 26, 2026

CIFAR-10 50 IPC

85.9Performance

6

Feb 26, 2026

NAS-Bench-301 (val)

94.92Accuracy

6

Feb 26, 2026

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

85.5Kendall's Tau

6

Feb 26, 2026

NAS-Bench-201 CIFAR-10 1.0 (S781)

83.2Kendall's Tau

6

Feb 26, 2026

NAS-Bench-201 CIFAR-10 1.0 (S469)

80.6Kendall's Tau

6

Feb 26, 2026

NAS-Bench-201 CIFAR-10 1.0 (S156)

0.706Kendall's Tau

6

Feb 26, 2026

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

0.646Kendall's Tau

6

Feb 26, 2026

NAS-Bench-201 CIFAR-10

94.37Max Accuracy

5

Mar 19, 2026

NASBench-101 (test)

94.45Accuracy

5

Feb 26, 2026

NASBench-101 ImageNet

64Retrieving Rate @ Top 10%

5

Feb 26, 2026

NASBench-101 CIFAR-10

68Retrieval Rate

5

Feb 26, 2026

Search Space T4 constraints (test)

76Mean Accuracy

4

Apr 29, 2026

Search Space L4 constraints (test)

76.2Mean Accuracy

4

Apr 29, 2026

Search Space RTX 5080 constraints (test)

76.2Mean Accuracy

4

Apr 29, 2026

Search Space A100 constraints (test)

76.6Accuracy

4

Apr 29, 2026

Search Space H100 constraints (test)

76.6Mean Accuracy

4

Apr 29, 2026

vit_tiny search space RTX 5080, edge-tight constraints

TBA→TPE Hybrid

80Discovery Rate

4

Apr 29, 2026

Page 3 of 4

Popular datasets

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

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