Datasets › NATS-Bench
NATS-Bench
A unified benchmark on searching for both topology and size, for (almost) any up-to-date NAS algorithm. NATS-Bench includes the search space of 15,625 neural cell candidates for architecture topology and 32,768 for architecture size on three datasets.
Source: NATS-Bench: Benchmarking NAS Algorithms for Architecture Topology and Size
Benchmarks archive 2025-07-28
All 5 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Neural Architecture Search | NATS-Bench Topology, ImageNet16-120 | LayerNAS Test Accuracy 46.58±0.59 | LayerNAS: Neural Architecture Search in Polynomial Complexity | — | 11 | Compare |
| Neural Architecture Search | NATS-Bench Topology, CIFAR-10 | LayerNAS Test Accuracy 94.34±0.12 | LayerNAS: Neural Architecture Search in Polynomial Complexity | — | 11 | Compare |
| Neural Architecture Search | NATS-Bench Topology, CIFAR-100 | LayerNAS Test Accuracy 73.01±0.63 | LayerNAS: Neural Architecture Search in Polynomial Complexity | — | 11 | Compare |
| Neural Architecture Search | NATS-Bench Size, CIFAR-100 | GreenMachine-2 Kendall's Tau 0.769 | GreenMachine: Automatic Design of Zero-Cost Proxies for... | RodriguesGabriel/greenmachine | 5 | Compare |
| Neural Architecture Search | NATS-Bench Size, ImageNet16-120 | GreenMachine-2 Kendall's Tau 0.856 | GreenMachine: Automatic Design of Zero-Cost Proxies for... | RodriguesGabriel/greenmachine | 4 | Compare |
Papers archive 2025-07-28
10 shown of 10 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 43. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
No modality tagged.
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- NATS-Bench Topology, ImageNet16-120
- NATS-Bench Topology, CIFAR-100
- NATS-Bench Topology, CIFAR-10
- NATS-Bench Size, ImageNet16-120
- NATS-Bench Size
- NATS-Bench Size, CIFAR-100
- NATS-Bench Size, CIFAR-10
- NATS-Bench
8 variant names, as the archive lists them.
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