| Neural Architecture Transfer | ✓ Link | 1.6% | 6.9M | 468M | 1.0 | | NAT-M4 | 2020-05-12 |
| Blockwisely Supervised Neural Architecture Search with Knowledge Distillation | ✓ Link | 1.7% | | | | | DNA-c | 2019-11-29 |
| FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search | ✓ Link | 1.8% | 3 | 391 | 8 | | FairNAS-A | 2019-07-03 |
| Neural Architecture Transfer | ✓ Link | 1.8% | 6.2M | 392M | 1.0 | | NAT-M3 | 2020-05-12 |
| []() | | 1.93% | 144.6M | | 200 | | NAO | |
| sharpDARTS: Faster and More Accurate Differentiable Architecture Search | ✓ Link | 1.98% | 3.6M | 579M | 0.8 | | SharpSepConvDARTS | 2019-03-23 |
| MUXConv: Information Multiplexing in Convolutional Neural Networks | ✓ Link | 2.0% | 2.1M | 200M | | | MUXNet-m | 2020-03-31 |
| Neural Architecture Transfer | ✓ Link | 2.1% | 4.6M | 291M | 1.0 | | NAT-M2 | 2020-05-12 |
| iDARTS: Improving DARTS by Node Normalization and Decorrelation Discretization | | 2.25% | 3.6M | | 0.4 | | iDARTS +ME | 2021-08-25 |
| sharpDARTS: Faster and More Accurate Differentiable Architecture Search | ✓ Link | 2.29% | 1.98M | 357M | 1.8 | | sharpDARTS | 2019-03-23 |
| DU-DARTS: Decreasing the Uncertainty of Differentiable Architecture Search | ✓ Link | 2.32% | 3.8M | | 0.4 | | DU-DARTS | 2021-11-23 |
| Noisy Differentiable Architecture Search | ✓ Link | 2.39% | 3.25M | 534M | 0.25 | | NoisyDARTS | 2020-05-07 |
| SGAS: Sequential Greedy Architecture Search | ✓ Link | 2.39% | 3.8M | | 0.25 | | SGAS | 2019-11-30 |
| Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search | ✓ Link | 2.43% | 3.6M | | | | Shapley-NAS(best) | 2022-06-20 |
| CATE: Computation-aware Neural Architecture Encoding with Transformers | ✓ Link | 2.46% | 4.1 | | 10.3 | | CATE | 2021-02-14 |
| EEEA-Net: An Early Exit Evolutionary Neural Architecture Search | ✓ Link | 2.46% | | | | | EEEA-Net-C (b=5)+ CO | 2021-08-13 |
| DrNAS: Dirichlet Neural Architecture Search | ✓ Link | 2.46% | 4.1M | | | | DrNAS | 2020-06-18 |
| Searching for A Robust Neural Architecture in Four GPU Hours | ✓ Link | 2.5% | | | 0.17 | | GDAS (FRC) | 2019-10-10 |
| Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition | ✓ Link | 2.5% | 2.0M | 487M | | | ZenNet-2.0M | 2021-02-01 |
| PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search | ✓ Link | 2.51% | | | | | PC-DARTS-CIFAR | 2019-07-12 |
| TNASP: A Transformer-based NAS Predictor with a Self-evolution Framework | | 2.52% | 3.7M | | 0.3 | | TNASP | 2021-12-01 |
| Learning Implicitly Recurrent CNNs Through Parameter Sharing | ✓ Link | 2.53% | | | 0.7 | | Soft Parameter Sharing | 2019-02-26 |
| $β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search | ✓ Link | 2.53% | | | | | β-DARTS | 2022-03-03 |
| Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search | ✓ Link | 2.54% | 2.8M | 746M | 0.25 | | FairDARTS-a | 2019-11-27 |
| MSR-DARTS: Minimum Stable Rank of Differentiable Architecture Search | | 2.54% | 4.0M | | 0.3 | | MSR-DARTS | 2020-09-19 |
| Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? | ✓ Link | 2.56% | 3.6M | | 10.5 | | arch2vec | 2020-06-12 |
| PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search | ✓ Link | 2.57% | 3.6M | | 0.1 | | PC-DARTS | 2019-07-12 |
| Neural Architecture Transfer | ✓ Link | 2.6% | 4.3M | 232M | 1.0 | | NAT-M1 | 2020-05-12 |
| DARTS-PRIME: Regularization and Scheduling Improve Constrained Optimization in Differentiable NAS | | 2.62% | 3.7M | | 0.5 | | DARTS-PRIME | 2021-06-22 |
| One-Shot Neural Architecture Search via Self-Evaluated Template Network | ✓ Link | 2.69% | | | 1.8 | | SETN (T=1K) + CutOut | 2019-10-13 |
| DARTS: Differentiable Architecture Search | ✓ Link | 2.76% | 3.3 | | 4 | | DARTS (second order) | 2018-06-24 |
| Optimizing Neural Architecture Search using Limited GPU Time in a Dynamic Search Space: A Gene Expression Programming Approach | ✓ Link | 2.82% | | | 1 | | NASGEP | 2020-05-15 |
| AlphaX: eXploring Neural Architectures with Deep Neural Networks and Monte Carlo Tree Search | ✓ Link | 2.82% | | | 224 | | AlphaX-1 (cutout NASNet) | 2019-03-26 |
| DARTS: Differentiable Architecture Search | ✓ Link | 3% | 3.3 | | 1.5 | | DARTS (first order) | 2018-06-24 |
| How does topology of neural architectures impact gradient propagation and model performance? | ✓ Link | 3.0% | 5.02M | 1.95G | 0 | | NN-MASS- CIFAR-A | 2021-06-16 |
| How does topology of neural architectures impact gradient propagation and model performance? | ✓ Link | 3.18% | 3.82M | 1.2G | 0 | | NN-MASS- CIFAR-C | 2021-06-16 |
| $μ$DARTS: Model Uncertainty-Aware Differentiable Architecture Search | | 3.277% | | 602M | 0.1 | | μDARTS | 2021-07-24 |
| Efficacy of Neural Prediction-Based Zero-Shot NAS | ✓ Link | 3.3% | | | | | Net2 (2) | 2023-08-31 |
| Bonsai-Net: One-Shot Neural Architecture Search via Differentiable Pruners | ✓ Link | 3.35% | 2.9M | | 0.10 | | Bonsai-Net | 2020-06-12 |
| Searching for A Robust Neural Architecture in Four GPU Hours | ✓ Link | 3.4% | | | 0.21 | | GDAS | 2019-10-10 |
| Balanced Mixture of SuperNets for Learning the CNN Pooling Architecture | ✓ Link | | | | | 91.55 | Balanced Mixture | 2023-06-21 |