NAS-Bench-101
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Accuracy prediction | NAS-Bench-101 1.0 | Kendall's Tau0.877 | 46 | |
| Architecture Performance Prediction | NAS-Bench-101 (test) | Kendall's Tau0.903 | 40 | |
| Neural Architecture Search | NAS-Bench-101 | Accuracy94.2 | 19 | |
| Neural Architecture Search | NAS-Bench-101 CIFAR-10 (test) | Accuracy94.32 | 18 | |
| Architecture Performance Evaluation | NAS-Bench-101 CIFAR | Spearman Correlation0.877 | 11 | |
| Accuracy Prediction | NAS-Bench-101 100 samples (test) | Kendall's Tau0.802 | 10 | |
| Neural Architecture Search | NAS-Bench-101 1.0 (val) | Accuracy95.06 | 9 | |
| Neural Architecture Search | NAS-Bench-101 CIFAR-10 1.0 | Kendall's Tau0.853 | 8 | |
| Neural Architecture Search | NAS-Bench-101 CIFAR-10 1.0 (S172) | Kendall's Tau71.7 | 7 | |
| Neural Architecture Search | NAS-Bench-101 CIFAR-10 1.0 (S100) | Kendall's Tau69.3 | 7 | |
| Neural Architecture Search | NAS-Bench-101 CIFAR-10 | Accuracy92.7 | 3 | |
| Neural Architecture Search | NAS-Bench-101 | Final Test Error0.0588 | 2 | |
| Accuracy prediction | NAS-Bench-101 v1 (test) | Kendall's Tau- | 0 |
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