AutoML on NAS-Bench-201, CIFAR-100
Metric: Search time (s) (higher is better)
Metric: Search time (s) (higher is better)
| # | Model↕ | Search time (s)▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SETN | 31010 | No | One-Shot Neural Architecture Search via Self-Eva... | 2019-10-13 | Code |
| 2 | DARTS-V2 | 29902 | No | - | - | - |
| 3 | GDAS | 28926 | No | Searching for A Robust Neural Architecture in Fo... | 2019-10-10 | Code |
| 4 | ENAS | 13315 | No | - | - | - |
| 5 | DARTS-V1 | 10890 | No | - | - | - |
| 6 | FairNAS | 9845 | No | FairNAS: Rethinking Evaluation Fairness of Weigh... | 2019-07-03 | Code |
| 7 | RSPS | 7587 | No | Random Search and Reproducibility for Neural Arc... | 2019-02-20 | Code |
| 8 | GenNAS | 1080 | No | Generic Neural Architecture Search via Regression | 2021-08-04 | Code |
| 9 | EPE-NAS (N=1000) | 206.2 | No | EPE-NAS: Efficient Performance Estimation Withou... | 2021-02-16 | Code |
| 10 | EPE-NAS (N=500) | 105.8 | No | EPE-NAS: Efficient Performance Estimation Withou... | 2021-02-16 | Code |
| 11 | EPE-NAS (N=100) | 20.5 | No | EPE-NAS: Efficient Performance Estimation Withou... | 2021-02-16 | Code |
| 12 | DiNAS | 15.36 | No | Multi-conditioned Graph Diffusion for Neural Arc... | 2024-03-09 | Code |
| 13 | EPE-NAS (N=10) | 2.3 | No | EPE-NAS: Efficient Performance Estimation Withou... | 2021-02-16 | Code |