Type | ABBRV | Algorithms | Description |
---|---|---|---|
NAS | TAS | Network Pruning via Transformable Architecture Search | NeurIPS-2019-TAS.md |
DARTS | DARTS: Differentiable Architecture Search | ICLR-2019-DARTS.md | |
GDAS | Searching for A Robust Neural Architecture in Four GPU Hours | CVPR-2019-GDAS.md | |
SETN | One-Shot Neural Architecture Search via Self-Evaluated Template Network | ICCV-2019-SETN.md | |
NAS-Bench-201 | NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search | NAS-Bench-201.md | |
NATS-Bench | NATS-Bench: Benchmarking NAS algorithms for Architecture Topology and Size | NATS-Bench.md | |
... | ENAS / REA / REINFORCE / BOHB | Please check the original papers. | NAS-Bench-201.md NATS-Bench.md |
HPO | HPO-CG | Hyperparameter optimization with approximate gradient | coming soon |
Basic | ResNet | Deep Learning-based Image Classification | BASELINE.md |