Datasets › NAS-Bench-101
NAS-Bench-101
NAS-Bench-101 is the first public architecture dataset for NAS research. To build NASBench-101, the authors carefully constructed a compact, yet expressive, search space, exploiting graph isomorphisms to identify 423k unique convolutional architectures. The authors trained and evaluated all of these architectures multiple times on CIFAR-10 and compiled the results into a large dataset of over 5 million trained models. This allows researchers to evaluate the quality of a diverse range of models in milliseconds by querying the precomputed dataset.
Source: NAS-Bench-101: Towards Reproducible Neural Architecture Search
Benchmarks archive 2025-07-28
All 1 leaderboard 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 | NAS-Bench-101 | DiNAS Accuracy (%) 94.98% | Multi-conditioned Graph Diffusion for Neural Architecture Search | rohanasthana/dinas | 5 | Compare |
Papers archive 2025-07-28
4 shown of 4 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 152. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Multi-conditioned Graph Diffusion for Neural Architecture Search | 1 | 1 | 9 Mar 2024 | ran 4 of 7 samples (3 unverified) |
| LayerNAS: Neural Architecture Search in Polynomial Complexity | 0 | 1 | 23 Apr 2023 | not harvested |
| Improving Neural Architecture Search by Mixing a FireFly algorithm with a Training Free Evaluation | 1 | 2 | 18 Jul 2022 | not harvested |
| Generic Neural Architecture Search via Regression | 2 | 1 | 4 Aug 2021 | ran 3 of 3 samples (0 unverified; 3 pointer-only for licence) |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- NAS-Bench-101
1 variant name, as the archive lists them.
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