Datasets › NAS-Bench-201

NAS-Bench-201

Introduced by Xuanyi Dong et al. in NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search archive 2025-07-28

NAS-Bench-201 is a benchmark (and search space) for neural architecture search. Each architecture consists of a predefined skeleton with a stack of the searched cell. In this way, architecture search is transformed into the problem of searching a good cell.

Source: NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search

Benchmarks archive 2025-07-28

All 4 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.

Papers archive 2025-07-28

30 shown of 44 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 260. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Multi-conditioned Graph Diffusion for Neural Architecture Search 1 3 9 Mar 2024 ran 4 of 7 samples (3 unverified)
ParZC: Parametric Zero-Cost Proxies for Efficient NAS 0 1 3 Feb 2024 not harvested
IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance 1 3 19 Dec 2023 not harvested
NAS-LID: Efficient Neural Architecture Search with Local Intrinsic Dimension 1 2 23 Nov 2022 not harvested
α DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling 0 3 18 Nov 2022 not harvested
CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks 1 3 11 Nov 2022 not harvested
Automated Dominative Subspace Mining for Efficient Neural Architecture Search 1 2 31 Oct 2022 not harvested
Λ-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells 1 3 14 Oct 2022 ran 0 of 1 samples (1 unverified; 1 pointer-only for licence)
Differentiable Architecture Search with Random Features 0 3 18 Aug 2022 not harvested
Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation 0 3 22 Jul 2022 not harvested
Improving Neural Architecture Search by Mixing a FireFly algorithm with a Training Free Evaluation 1 2 18 Jul 2022 not harvested
Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search 1 3 20 Jun 2022 ran 0 of 3 samples (3 unverified; 3 pointer-only for licence)
PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search 0 3 27 Apr 2022 not harvested
When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search 1 3 11 Apr 2022 not harvested
Learning Where To Look -- Generative NAS is Surprisingly Efficient 1 3 16 Mar 2022 ran 8 of 15 samples (7 unverified)
β-DARTS: Beta-Decay Regularization for Differentiable Architecture Search 1 5 3 Mar 2022 not harvested
Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search 1 3 30 Jan 2022 not harvested
KNAS: Green Neural Architecture Search 1 3 26 Nov 2021 ran 6 of 7 samples (1 unverified)
BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule 0 3 25 Nov 2021 not harvested
DU-DARTS: Decreasing the Uncertainty of Differentiable Architecture Search 1 3 23 Nov 2021 not harvested
Generic Neural Architecture Search via Regression 2 3 4 Aug 2021 ran 3 of 3 samples (0 unverified; 3 pointer-only for licence)
iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients 1 3 21 Jun 2021 not harvested
Sandwich Batch Normalization: A Drop-In Replacement for Feature Distribution Heterogeneity 1 2 22 Feb 2021 not harvested
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search 2 12 16 Feb 2021 ran 3 of 3 samples (0 unverified)
DARTS-: Robustly Stepping out of Performance Collapse Without Indicators 1 3 2 Sep 2020 ran 0 of 8 samples (8 unverified)
CATCH: Context-based Meta Reinforcement Learning for Transferrable Architecture Search 0 3 18 Jul 2020 not harvested
DrNAS: Dirichlet Neural Architecture Search 1 3 18 Jun 2020 not harvested
Cyclic Differentiable Architecture Search 3 3 18 Jun 2020 not harvested
Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? 1 3 12 Jun 2020 ran 0 of 9 samples (9 unverified)
Neural Architecture Search without Training 3 2 8 Jun 2020 ran 3 of 10 samples (7 unverified; 3 pointer-only for licence)

The full list of 44 is in the JSON twin.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • NAS-Bench-201, ImageNet-16-120
  • NAS-Bench-201
  • NAS-Bench-201, CIFAR-10
  • NAS-Bench-201, CIFAR-100

4 variant names, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections