Methods › General › Neural Architecture Search
Neural Architecture Search
The archive attaches this collection's text per method and the copies differ: 2 distinct texts across 20 of the 20 methods here. All are shown, most-carried first (a tie goes to the text carrying Papers with Code's collection boilerplate, then to the longer text); no vote is taken between them.
Text 1, carried by 19 of 20 methods:
Neural Architecture Search methods are search methods that seek to learn architectures for machine learning tasks, including the underlying build blocks. Below you can find a continuously updating list of neural architecture search algorithms.
Text 2, carried by 1 of 20 methods:
Hyperparameter Search methods are used to search for hyperparameters during the training stage of a neural network. Below you can find a continuously updating list of (specialized) hyperparameter search methods.
Methods
All 20 methods in this collection, most-tagged first. Year is the archive's introduced_year; the archive stores 2000 when it has none, shown here as “–”. Papers counts distinct papers the archive tags with the method. Click a heading to sort.
| DARTS Differentiable Architecture Search | – | 143 |
| Differentiable NAS Differentiable Neural Architecture Search | – | 39 |
| Neural Architecture Search | – | 23 |
| DNAS Differentiable Neural Architecture Search | – | 20 |
| ProxylessNAS | – | 17 |
| PNAS Progressive Neural Architecture Search | – | 16 |
| Aging Evolution | – | 3 |
| DetNAS | – | 3 |
| AutoGAN | – | 2 |
| Computation Redistribution | – | 1 |
| DARTS Max-W Differentiable Architecture Search Max-W | – | 1 |
| DenseNAS | – | 1 |
| Differentiable Hyperparameter Search | – | 1 |
| GreedyNAS | – | 1 |
| Hit-Detector | – | 1 |
| HyperTree MetaModel | – | 1 |
| Random Mutation Search | – | 1 |
| SCARLET-NAS | – | 1 |
| SynaNN Synaptic Neural Network | – | 1 |
| Capsule Network | – | 0 |