AutoML on NAS-Bench-201, ImageNet-16-120

Metric: Search time (s) (higher is better)

LeaderboardDataset

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#	Model↕	Search time (s)▼	Augmentations	Paper	Date↕	Code
1	Local search	151200	No	Exploring the Loss Landscape in Neural Architect...	2020-05-06	Code
2	BANANAS	100800	No	BANANAS: Bayesian Optimization with Neural Archi...	2019-10-25	Code
3	NASBOT	75600	No	Neural Architecture Search with Bayesian Optimis...	2018-02-11	Code
4	DARTS (second order)	29902	No	DARTS: Differentiable Architecture Search	2018-06-24	Code
5	GDAS	28926	No	Searching for A Robust Neural Architecture in Fo...	2019-10-10	Code
6	CATCH-meta	18000	No	CATCH: Context-based Meta Reinforcement Learning...	2020-07-18	-
7	ENAS	13315	No	-	-	-
8	REA	12000	No	Regularized Evolution for Image Classifier Archi...	2018-02-05	Code
9	DARTS (first order)	10890	No	DARTS: Differentiable Architecture Search	2018-06-24	Code
10	FairNAS	9845	No	FairNAS: Rethinking Evaluation Fairness of Weigh...	2019-07-03	Code
11	RSPS	7587	No	Random Search and Reproducibility for Neural Arc...	2019-02-20	Code
12	GenNAS	1080	No	Generic Neural Architecture Search via Regression	2021-08-04	Code
13	EPE-NAS (N=1000)	206.2	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
14	EPE-NAS (N=500)	105.8	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
15	EPE-NAS (N=100)	20.5	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
16	NAS without training (N=100)	17.4	No	Neural Architecture Search without Training	2020-06-08	Code
17	DiNAS	15.36	No	Multi-conditioned Graph Diffusion for Neural Arc...	2024-03-09	Code
18	EPE-NAS (N=10)	2.3	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
19	NAS without training (N=10)	1.7	No	Neural Architecture Search without Training	2020-06-08	Code