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Papers Benchmarks Datasets Tasks

Accuracy Prediction research benchmarks · SOTA2 Research

Accuracy Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

NAS-Bench-101 1.0

0.877Kendall's Tau

46

Feb 27, 2026

NAS-Bench-201 8 (whole dataset)

0.901Kendall's Tau

36

Feb 27, 2026

NAS-Bench-101 (test)

0.871Kendall's Tau

18

Feb 27, 2026

NAS-Bench-101 depth=2~7, Test Samples=all 1.0

0.891Kendall's Tau

17

Feb 27, 2026

LLM Compression Performance Accuracy

0.89LOO R Score

16

Apr 21, 2026

NAS-Bench-201 depth=8

0.947Kendall's Tau

15

Feb 27, 2026

Aggregate (multiple datasets and shifts) (test)

DIS2 (Logits w/o δ)

0.064MAE

14

Feb 26, 2026

NAS-Bench-101 100 samples (test)

0.802Kendall's Tau

10

Feb 27, 2026

NAS-Bench-101 depth=2~7, Test Samples=100 1.0

0.801Kendall's Tau

9

Feb 27, 2026

NAS-Bench-201 10% (train)

0.901Kendall's Tau

8

Feb 27, 2026

NAS-Bench-201 5% samples (train)

0.874Kendall's Tau

8

Feb 27, 2026

CIFAR-10.2-C 50 (test)

Prediction score

10.127Severity 1 Score

7

Feb 26, 2026

CIFAR-10.2 (test)

0.122RMSE (%)

7

Feb 26, 2026

CIFAR-10.1 (test)

0.186RMSE (%)

7

Feb 26, 2026

1.45MSE

6

Feb 26, 2026

2.94MSE

6

Feb 26, 2026

0.935Kendall's Tau

6

Feb 27, 2026

PPE unseen pipeline configurations

MF All + KGmetaSPPE

0.007MSE

3

Mar 23, 2026

0.71Kendall's Tau

3

Feb 27, 2026

NAS-Bench-101 v1 (test)

—

—Kendall's Tau

0

Feb 26, 2026

Popular datasets

NAS-Bench NAS-Bench-201 NAS-Bench-101 CIFAR-10 CIFAR

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