| CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks | ✓ Link | 46.98 | 46.51 | | CR-LSO | 2022-11-11 |
| Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search | ✓ Link | 46.85 | 46.57 | | Shapley-NAS | 2022-06-20 |
| $β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search | ✓ Link | 46.71 | | | β-SDARTS-RS | 2022-03-03 |
| $β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search | ✓ Link | 46.71 | | | β-RDARTS-L2 | 2022-03-03 |
| Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search | ✓ Link | 46.66 | 46.16 | | NAR | 2022-01-30 |
| BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule | | 46.54 | 46.14 | | BaLeNAS-TF | 2021-11-25 |
| Learning Where To Look -- Generative NAS is Surprisingly Efficient | ✓ Link | 46.42 | 46.73 | | AG-Net | 2022-03-16 |
| Exploring the Loss Landscape in Neural Architecture Search | ✓ Link | 46.38 | | 151200 | Local search | 2020-05-06 |
| Neural Architecture Search with Bayesian Optimisation and Optimal Transport | ✓ Link | 46.37 | | 75600 | NASBOT | 2018-02-11 |
| Geometry-Aware Gradient Algorithms for Neural Architecture Search | ✓ Link | 46.36 | | | GAEA DARTS (ERM) | 2020-04-16 |
| DrNAS: Dirichlet Neural Architecture Search | ✓ Link | 46.34 | 46.37 | | DrNAS | 2020-06-18 |
| $β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search | ✓ Link | 46.34 | 46.37 | | β-DARTS | 2022-03-03 |
| $Λ$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells | ✓ Link | 46.34 | 46.37 | | Λ-DARTS | 2022-10-14 |
| IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance | ✓ Link | 46.34 | 46.37 | | IS-DARTS | 2023-12-19 |
| ParZC: Parametric Zero-Cost Proxies for Efficient NAS | | 46.34 | 46.37 | | ParZC | 2024-02-03 |
| $α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling | | 46.34 | 46.17 | | α-DARTS | 2022-11-18 |
| When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search | ✓ Link | 46.31 | | | TNAS | 2022-04-11 |
| BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search | ✓ Link | 46.3 | | 100800 | BANANAS | 2019-10-25 |
| Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? | ✓ Link | 46.27 | | | arch2vec | 2020-06-12 |
| Differentiable Architecture Search with Random Features | | 46.1 | 46.40 | | RF-DARTS | 2022-08-18 |
| Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation | | 46.04 | | | GEA | 2022-07-22 |
| DU-DARTS: Decreasing the Uncertainty of Differentiable Architecture Search | ✓ Link | 45.94 | | | DU-DARTS | 2021-11-23 |
| Sandwich Batch Normalization: A Drop-In Replacement for Feature Distribution Heterogeneity | ✓ Link | 45.85 | | | DARTS-SaBN | 2021-02-22 |
| Generic Neural Architecture Search via Regression | ✓ Link | 45.59 | | 1080 | GenNAS | 2021-08-04 |
| Regularized Evolution for Image Classifier Architecture Search | ✓ Link | 45.54 | | 12000 | REA | 2018-02-05 |
| Cyclic Differentiable Architecture Search | ✓ Link | 45.51 | | | CDARTS | 2020-06-18 |
| Multi-conditioned Graph Diffusion for Neural Architecture Search | ✓ Link | 45.41 | 46.66 | 15.36 | DiNAS | 2024-03-09 |
| PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search | | 45.34 | | | PRE-NAS | 2022-04-27 |
| DARTS-: Robustly Stepping out of Performance Collapse Without Indicators | ✓ Link | 45.12 | 44.87 | | DARTS- | 2020-09-02 |
| KNAS: Green Neural Architecture Search | ✓ Link | 45.05 | | | KNAS (k=40) | 2021-11-26 |
| SNAS: Stochastic Neural Architecture Search | ✓ Link | 43.16 | | | SNAS | 2018-12-24 |
| FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search | ✓ Link | 42.19 | | 9845 | FairNAS | 2019-07-03 |
| EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search | ✓ Link | 42.05 | | 105.8 | EPE-NAS (N=500) | 2021-02-16 |
| EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search | ✓ Link | 41.92 | | 2.3 | EPE-NAS (N=10) | 2021-02-16 |
| EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search | ✓ Link | 41.84 | | 206.2 | EPE-NAS (N=1000) | 2021-02-16 |
| Searching for A Robust Neural Architecture in Four GPU Hours | ✓ Link | 41.71 | | 28926 | GDAS | 2019-10-10 |
| iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients | ✓ Link | 40.89 | 40.38 | | iDARTS | 2021-06-21 |
| EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search | ✓ Link | 38.80 | | 20.5 | EPE-NAS (N=100) | 2021-02-16 |
| Neural Architecture Search without Training | ✓ Link | 38.33 | | 1.7 | NAS without training (N=10) | 2020-06-08 |
| Neural Architecture Search without Training | ✓ Link | 36.37 | | 17.4 | NAS without training (N=100) | 2020-06-08 |
| Random Search and Reproducibility for Neural Architecture Search | ✓ Link | 31.14 | | 7587 | RSPS | 2019-02-20 |
| DARTS: Differentiable Architecture Search | ✓ Link | 16.43 | | 10890 | DARTS (first order) | 2018-06-24 |
| Efficient Neural Architecture Search via Parameters Sharing | | 16.43 | | 13315 | ENAS | 2018-07-01 |
| DARTS: Differentiable Architecture Search | ✓ Link | 16.43 | | 29902 | DARTS (second order) | 2018-06-24 |
| Automated Dominative Subspace Mining for Efficient Neural Architecture Search | ✓ Link | | 46.66 | | ASE-NAS+ | 2022-10-31 |
| CATCH: Context-based Meta Reinforcement Learning for Transferrable Architecture Search | | | 46.07 | 18000 | CATCH-meta | 2020-07-18 |
| Progressive Neural Architecture Search | ✓ Link | | 44.75 | | PNAS + | 2017-12-02 |
| DSNAS: Direct Neural Architecture Search without Parameter Retraining | ✓ Link | | 41.07 | | DSNAS | 2020-02-21 |
| One-Shot Neural Architecture Search via Self-Evaluated Template Network | ✓ Link | | 32.52 | | SETN | 2019-10-13 |