| Multi-conditioned Graph Diffusion for Neural Architecture Search | ✓ Link | 94.37 | 91.61 | 15.36 | DiNAS | 2024-03-09 |
| Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search | ✓ Link | 94.37 | 91.61 | | Shapley-NAS | 2022-06-20 |
| Learning Where To Look -- Generative NAS is Surprisingly Efficient | ✓ Link | 94.37 | 91.61 | | AG-Net | 2022-03-16 |
| $β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search | ✓ Link | 94.36 | 91.55 | | β-DARTS | 2022-03-03 |
| DrNAS: Dirichlet Neural Architecture Search | ✓ Link | 94.36 | 91.55 | | DrNAS | 2020-06-18 |
| $Λ$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells | ✓ Link | 94.36 | 91.55 | | Λ-DARTS | 2022-10-14 |
| IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance | ✓ Link | 94.36 | 91.55 | | IS-DARTS | 2023-12-19 |
| CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks | ✓ Link | 94.35 | 91.54 | | CR-LSO | 2022-11-11 |
| When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search | ✓ Link | 94.35 | | | TNAS | 2022-04-11 |
| BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule | | 94.33 | 91.52 | | BaLeNAS-TF | 2021-11-25 |
| Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search | ✓ Link | 94.33 | 91.44 | | NAR | 2022-01-30 |
| $α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling | | 94.3 | 91.49 | | α-DARTS | 2022-11-18 |
| Differentiable Architecture Search with Random Features | | 94.27 | 91.3 | | RF-DARTS | 2022-08-18 |
| Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? | ✓ Link | 94.18 | 91.41 | 12000 | arch2vec | 2020-06-12 |
| Generic Neural Architecture Search via Regression | ✓ Link | 94.18 | - | 1080 | GenNAS | 2021-08-04 |
| Geometry-Aware Gradient Algorithms for Neural Architecture Search | ✓ Link | 94.1 | | | GAEA DARTS (ERM) | 2020-04-16 |
| PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search | | 94.04 | 91.37 | | PRE-NAS | 2022-04-27 |
| Cyclic Differentiable Architecture Search | ✓ Link | 94.02 | 91.12 | | CDARTS | 2020-06-18 |
| Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation | | 93.99 | 91.26 | | GAE | 2022-07-22 |
| DU-DARTS: Decreasing the Uncertainty of Differentiable Architecture Search | ✓ Link | 93.86 | 91.21 | | DU-DARTS | 2021-11-23 |
| DARTS-: Robustly Stepping out of Performance Collapse Without Indicators | ✓ Link | 93.80 | 91.03 | 11520 | DARTS- | 2020-09-02 |
| Searching for A Robust Neural Architecture in Four GPU Hours | ✓ Link | 93.61 | 89.89 | 28926 | GDAS | 2019-10-10 |
| iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients | ✓ Link | 93.58 | 89.86 | | iDARTS | 2021-06-21 |
| KNAS: Green Neural Architecture Search | ✓ Link | 93.43 | | | KNAS (k=40) | 2021-11-26 |
| FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search | ✓ Link | 93.23 | 90.07 | 9845 | FairNAS | 2019-07-03 |
| NAS-LID: Efficient Neural Architecture Search with Local Intrinsic Dimension | ✓ Link | 92.9 | 89.74 | | NAS-LID+RSPS | 2022-11-23 |
| SNAS: Stochastic Neural Architecture Search | ✓ Link | 92.77 | 90.10 | | SNAS | 2018-12-24 |
| EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search | ✓ Link | 92.63 | 89.90 | 2.3 | EPE-NAS (N=10) | 2021-02-16 |
| EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search | ✓ Link | 92.27 | 88.17 | 105.8 | EPE-NAS (N=500) | 2021-02-16 |
| EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search | ✓ Link | 91.59 | 88.74 | 20.5 | EPE-NAS (N=100) | 2021-02-16 |
| EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search | ✓ Link | 91.31 | 87.87 | 206.2 | EPE-NAS (N=1000) | 2021-02-16 |
| Random Search and Reproducibility for Neural Architecture Search | ✓ Link | 87.66 | 84.16 | 7587 | RSPS | 2019-02-20 |
| []() | | 86.19 | 82.25 | 31010 | SETN | |
| []() | | 54.30 | 39.77 | 10890 | DARTS-V1 | |
| Efficient Neural Architecture Search via Parameters Sharing | | 54.3 | 39.77 | 13315 | ENAS | 2018-07-01 |
| []() | | 54.30 | 39.77 | 29902 | DARTS-V2 | |
| CATCH: Context-based Meta Reinforcement Learning for Transferrable Architecture Search | | | 91.33 | | CATCH-meta | 2020-07-18 |