Neural Architecture Search on NAS-Bench-201, CIFAR-10

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

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#	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	arch2vec	12000	No	Does Unsupervised Architecture Representation Le...	2020-06-12	Code
6	DARTS-	11520	No	DARTS-: Robustly Stepping out of Performance Col...	2020-09-02	Code
7	DARTS-V1	10890	No	-	-	-
8	FairNAS	9845	No	FairNAS: Rethinking Evaluation Fairness of Weigh...	2019-07-03	Code
9	RSPS	7587	No	Random Search and Reproducibility for Neural Arc...	2019-02-20	Code
10	GenNAS	1080	No	Generic Neural Architecture Search via Regression	2021-08-04	Code
11	EPE-NAS (N=1000)	206.2	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
12	EPE-NAS (N=500)	105.8	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
13	EPE-NAS (N=100)	20.5	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
14	DiNAS	15.36	No	Multi-conditioned Graph Diffusion for Neural Arc...	2024-03-09	Code
15	EPE-NAS (N=10)	2.3	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code

#1SETNSOTA
31010
Search time (s)· 2019-10-13
One-Shot Neural Architecture Search via Self-Evaluated Template Network Code
#2DARTS-V2
29902
Search time (s)
No paper
#3GDASSOTA
28926
Search time (s)· 2019-10-10
Searching for A Robust Neural Architecture in Four GPU Hours Code
#4ENAS
13315
Search time (s)
No paper
#5arch2vec
12000
Search time (s)· 2020-06-12
Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?Code
#6DARTS-
11520
Search time (s)· 2020-09-02
DARTS-: Robustly Stepping out of Performance Collapse Without Indicators Code
#7DARTS-V1
10890
Search time (s)
No paper
#8FairNASSOTA
9845
Search time (s)· 2019-07-03
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search Code
#9RSPSSOTA
7587
Search time (s)· 2019-02-20
Random Search and Reproducibility for Neural Architecture Search Code
#10GenNAS
1080
Search time (s)· 2021-08-04
Generic Neural Architecture Search via Regression Code
#11EPE-NAS (N=1000)
206.2
Search time (s)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#12EPE-NAS (N=500)
105.8
Search time (s)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#13EPE-NAS (N=100)
20.5
Search time (s)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#14DiNAS
15.36
Search time (s)· 2024-03-09
Multi-conditioned Graph Diffusion for Neural Architecture Search Code
#15EPE-NAS (N=10)
2.3
Search time (s)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code