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NAS-Bench-201, CIFAR-10
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
#1
SETN
SOTA
31010
Search time (s)
· 2019-10-13
One-Shot Neural Architecture Search via Self-Evaluated Template Network
Code
#2
DARTS-V2
29902
Search time (s)
No paper
#3
GDAS
SOTA
28926
Search time (s)
· 2019-10-10
Searching for A Robust Neural Architecture in Four GPU Hours
Code
#4
ENAS
13315
Search time (s)
No paper
#5
arch2vec
12000
Search time (s)
· 2020-06-12
Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?
Code
#6
DARTS-
11520
Search time (s)
· 2020-09-02
DARTS-: Robustly Stepping out of Performance Collapse Without Indicators
Code
#7
DARTS-V1
10890
Search time (s)
No paper
#8
FairNAS
SOTA
9845
Search time (s)
· 2019-07-03
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search
Code
#9
RSPS
SOTA
7587
Search time (s)
· 2019-02-20
Random Search and Reproducibility for Neural Architecture Search
Code
#10
GenNAS
1080
Search time (s)
· 2021-08-04
Generic Neural Architecture Search via Regression
Code
#11
EPE-NAS (N=1000)
206.2
Search time (s)
· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search
Code
#12
EPE-NAS (N=500)
105.8
Search time (s)
· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search
Code
#13
EPE-NAS (N=100)
20.5
Search time (s)
· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search
Code
#14
DiNAS
15.36
Search time (s)
· 2024-03-09
Multi-conditioned Graph Diffusion for Neural Architecture Search
Code
#15
EPE-NAS (N=10)
2.3
Search time (s)
· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search
Code