| Multi-conditioned Graph Diffusion for Neural Architecture Search | ✓ Link | 73.51 | 73.49 | 15.36 | DiNAS | 2024-03-09 |
| $β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search | ✓ Link | 73.51 | 73.49 | | β-DARTS | 2022-03-03 |
| Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search | ✓ Link | 73.51 | 73.49 | | Shapley-NAS | 2022-06-20 |
| DrNAS: Dirichlet Neural Architecture Search | ✓ Link | 73.51 | 73.49 | | DrNAS | 2020-06-18 |
| Learning Where To Look -- Generative NAS is Surprisingly Efficient | ✓ Link | 73.51 | 73.49 | | AG-Net | 2022-03-16 |
| $Λ$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells | ✓ Link | 73.51 | 73.49 | | Λ-DARTS | 2022-10-14 |
| IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance | ✓ Link | 73.51 | 73.49 | | 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 | 73.47 | 73.44 | | CR-LSO | 2022-11-11 |
| Geometry-Aware Gradient Algorithms for Neural Architecture Search | ✓ Link | 73.43 | | | GAEA DARTS (ERM) | 2020-04-16 |
| Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? | ✓ Link | 73.37 | 73.35 | | arch2vec | 2020-06-12 |
| $α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling | | 73.16 | 73.21 | | α-DARTS | 2022-11-18 |
| When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search | ✓ Link | 73.02 | | | TNAS | 2022-04-11 |
| BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule | | 72.95 | 72.67 | | BaLeNAS-TF | 2021-11-25 |
| Differentiable Architecture Search with Random Features | | 72.94 | 72.95 | | RF-DARTS | 2022-08-18 |
| Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search | ✓ Link | 72.89 | 72.54 | | NAR | 2022-01-30 |
| Generic Neural Architecture Search via Regression | ✓ Link | 72.56 | | 1080 | GenNAS | 2021-08-04 |
| Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation | | 72.36 | 72.62 | | GAE | 2022-07-22 |
| PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search | | 72.02 | 71.95 | | PRE-NAS | 2022-04-27 |
| Cyclic Differentiable Architecture Search | ✓ Link | 71.92 | 72.12 | | CDARTS | 2020-06-18 |
| DU-DARTS: Decreasing the Uncertainty of Differentiable Architecture Search | ✓ Link | 71.84 | 71.88 | | DU-DARTS | 2021-11-23 |
| Sandwich Batch Normalization: A Drop-In Replacement for Feature Distribution Heterogeneity | ✓ Link | 71.56 | | | DARTS-SaBN | 2021-02-22 |
| DARTS-: Robustly Stepping out of Performance Collapse Without Indicators | ✓ Link | 71.53 | 71.36 | | DARTS- | 2020-09-02 |
| KNAS: Green Neural Architecture Search | ✓ Link | 71.05 | | | KNAS (k=40) | 2021-11-26 |
| FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search | ✓ Link | 71.00 | 70.94 | 9845 | FairNAS | 2019-07-03 |
| iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients | ✓ Link | 70.83 | 70.57 | | iDARTS | 2021-06-21 |
| Searching for A Robust Neural Architecture in Four GPU Hours | ✓ Link | 70.70 | 71.34 | 28926 | GDAS | 2019-10-10 |
| EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search | ✓ Link | 70.10 | 69.78 | 2.3 | EPE-NAS (N=10) | 2021-02-16 |
| EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search | ✓ Link | 69.58 | 69.44 | 206.2 | EPE-NAS (N=1000) | 2021-02-16 |
| NAS-LID: Efficient Neural Architecture Search with Local Intrinsic Dimension | ✓ Link | 69.39 | 69.38 | | NAS-LID+RSPS | 2022-11-23 |
| SNAS: Stochastic Neural Architecture Search | ✓ Link | 69.34 | 69.69 | | SNAS | 2018-12-24 |
| EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search | ✓ Link | 69.33 | 69.23 | 105.8 | EPE-NAS (N=500) | 2021-02-16 |
| EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search | ✓ Link | 67.19 | 67.28 | 20.5 | EPE-NAS (N=100) | 2021-02-16 |
| Random Search and Reproducibility for Neural Architecture Search | ✓ Link | 58.33 | 59.00 | 7587 | RSPS | 2019-02-20 |
| One-Shot Neural Architecture Search via Self-Evaluated Template Network | ✓ Link | 56.87 | 59.05 | 31010 | SETN | 2019-10-13 |
| []() | | 15.61 | 15.03 | 10890 | DARTS-V1 | |
| Efficient Neural Architecture Search via Parameters Sharing | | 15.61 | 15.03 | 13315 | ENAS | 2018-07-01 |
| []() | | 15.61 | 15.03 | 29902 | DARTS-V2 | |
| Automated Dominative Subspace Mining for Efficient Neural Architecture Search | ✓ Link | | 73.12 | | ASE-NAS+ | 2022-10-31 |
| CATCH: Context-based Meta Reinforcement Learning for Transferrable Architecture Search | | | 72.57 | | CATCH-meta | 2020-07-18 |
| DSNAS: Direct Neural Architecture Search without Parameter Retraining | ✓ Link | | 31.01 | | DSNAS | 2020-02-21 |