NAS-Bench-201
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Accuracy Prediction | NAS-Bench-201 8 (whole dataset) | Kendall's Tau0.901 | 36 | |
| Neural Architecture Search (Performance Prediction) | NAS-Bench-201 (test) | Kendall's Tau0.9259 | 18 | |
| Accuracy Prediction | NAS-Bench-201 depth=8 | Kendall's Tau0.947 | 15 | |
| Neural Architecture Search | NAS-Bench-201 ImageNet-16-120 | Spearman's Tau87.9 | 13 | |
| Neural Architecture Search | NAS-Bench-201 CIFAR-10 | Spearman Correlation90.4 | 13 | |
| Architecture Performance Evaluation | NAS-Bench-201 CIFAR | Spearman Correlation0.939 | 11 | |
| Accuracy Prediction | NAS-Bench-201 10% (train) | Kendall's Tau0.901 | 8 | |
| Accuracy Prediction | NAS-Bench-201 5% samples (train) | Kendall's Tau0.874 | 8 | |
| Neural Architecture Search | NAS-Bench-201 CIFAR-10 1.0 (S1563) | Kendall's Tau85.5 | 6 | |
| Neural Architecture Search | NAS-Bench-201 CIFAR-10 1.0 (S78) | Kendall's Tau0.646 | 6 | |
| Image Classification | NAS-Bench-201 ImageNet-16-120 | Spearman Rho0.89 | 4 | |
| Image Classification | NAS-Bench-201 CIFAR-100 | Spearman Rho0.9 | 4 | |
| Image Classification | NAS-Bench-201 CIFAR-10 | Spearman Correlation0.91 | 4 |
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