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

Metric: Accuracy (Test) (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy (Test)▼	Augmentations	Paper	Date↕	Code
1	DiNAS	94.37	No	Multi-conditioned Graph Diffusion for Neural Arc...	2024-03-09	Code
2	Shapley-NAS	94.37	No	Shapley-NAS: Discovering Operation Contribution ...	2022-06-20	Code
3	AG-Net	94.37	No	Learning Where To Look -- Generative NAS is Surp...	2022-03-16	Code
4	β-DARTS	94.36	No	$β$-DARTS: Beta-Decay Regularization for Differe...	2022-03-03	Code
5	DrNAS	94.36	No	DrNAS: Dirichlet Neural Architecture Search	2020-06-18	Code
6	Λ-DARTS	94.36	No	$Λ$-DARTS: Mitigating Performance Collapse by Ha...	2022-10-14	Code
7	IS-DARTS	94.36	No	IS-DARTS: Stabilizing DARTS through Precise Meas...	2023-12-19	Code
8	CR-LSO	94.35	No	CR-LSO: Convex Neural Architecture Optimization ...	2022-11-11	Code
9	TNAS	94.35	No	When NAS Meets Trees: An Efficient Algorithm for...	2022-04-11	Code
10	BaLeNAS-TF	94.33	No	BaLeNAS: Differentiable Architecture Search via ...	2021-11-25	-
11	NAR	94.33	No	Generalized Global Ranking-Aware Neural Architec...	2022-01-30	Code
12	α-DARTS	94.3	No	$α$ DARTS Once More: Enhancing Differentiable Ar...	2022-11-18	-
13	RF-DARTS	94.27	No	Differentiable Architecture Search with Random F...	2022-08-18	-
14	arch2vec	94.18	No	Does Unsupervised Architecture Representation Le...	2020-06-12	Code
15	GenNAS	94.18	No	Generic Neural Architecture Search via Regression	2021-08-04	Code
16	GAEA DARTS (ERM)	94.1	No	Geometry-Aware Gradient Algorithms for Neural Ar...	2020-04-16	Code
17	PRE-NAS	94.04	No	PRE-NAS: Predictor-assisted Evolutionary Neural ...	2022-04-27	-
18	CDARTS	94.02	No	Cyclic Differentiable Architecture Search	2020-06-18	Code
19	GAE	93.99	No	Guided Evolutionary Neural Architecture Search W...	2022-07-22	-
20	DU-DARTS	93.86	No	-	-	Code
21	DARTS-	93.8	No	DARTS-: Robustly Stepping out of Performance Col...	2020-09-02	Code
22	GDAS	93.61	No	Searching for A Robust Neural Architecture in Fo...	2019-10-10	Code
23	iDARTS	93.58	No	iDARTS: Differentiable Architecture Search with ...	2021-06-21	Code
24	KNAS (k=40)	93.43	No	KNAS: Green Neural Architecture Search	2021-11-26	Code
25	FairNAS	93.23	No	FairNAS: Rethinking Evaluation Fairness of Weigh...	2019-07-03	Code
26	NAS-LID+RSPS	92.9	No	NAS-LID: Efficient Neural Architecture Search wi...	2022-11-23	Code
27	SNAS	92.77	No	SNAS: Stochastic Neural Architecture Search	2018-12-24	Code
28	EPE-NAS (N=10)	92.63	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
29	EPE-NAS (N=500)	92.27	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
30	EPE-NAS (N=100)	91.59	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
31	EPE-NAS (N=1000)	91.31	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
32	RSPS	87.66	No	Random Search and Reproducibility for Neural Arc...	2019-02-20	Code
33	SETN	86.19	No	-	-	-
34	DARTS-V1	54.3	No	-	-	-
35	ENAS	54.3	No	-	-	-
36	DARTS-V2	54.3	No	-	-	-

#1DiNAS
94.37
Accuracy (Test)· 2024-03-09
Multi-conditioned Graph Diffusion for Neural Architecture Search Code
#2Shapley-NAS
94.37
Accuracy (Test)· 2022-06-20
Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search Code
#3AG-NetSOTA
94.37
Accuracy (Test)· 2022-03-16
Learning Where To Look -- Generative NAS is Surprisingly Efficient Code
#4β-DARTS
94.36
Accuracy (Test)· 2022-03-03
$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search Code
#5DrNASSOTA
94.36
Accuracy (Test)· 2020-06-18
DrNAS: Dirichlet Neural Architecture Search Code
#6Λ-DARTS
94.36
Accuracy (Test)· 2022-10-14
$Λ$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells Code
#7IS-DARTS
94.36
Accuracy (Test)· 2023-12-19
IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance Code
#8CR-LSO
94.35
Accuracy (Test)· 2022-11-11
CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks Code
#9TNAS
94.35
Accuracy (Test)· 2022-04-11
When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search Code
#10BaLeNAS-TF
94.33
Accuracy (Test)· 2021-11-25
BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule
#11NAR
94.33
Accuracy (Test)· 2022-01-30
Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search Code
#12α-DARTS
94.3
Accuracy (Test)· 2022-11-18
$α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling
#13RF-DARTS
94.27
Accuracy (Test)· 2022-08-18
Differentiable Architecture Search with Random Features
#14arch2vecSOTA
94.18
Accuracy (Test)· 2020-06-12
Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?Code
#15GenNAS
94.18
Accuracy (Test)· 2021-08-04
Generic Neural Architecture Search via Regression Code
#16GAEA DARTS (ERM)SOTA
94.1
Accuracy (Test)· 2020-04-16
Geometry-Aware Gradient Algorithms for Neural Architecture Search Code
#17PRE-NAS
94.04
Accuracy (Test)· 2022-04-27
PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search
#18CDARTS
94.02
Accuracy (Test)· 2020-06-18
Cyclic Differentiable Architecture Search Code
#19GAE
93.99
Accuracy (Test)· 2022-07-22
Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation
#20DU-DARTS
93.86
Accuracy (Test)
No paperCode
#21DARTS-
93.8
Accuracy (Test)· 2020-09-02
DARTS-: Robustly Stepping out of Performance Collapse Without Indicators Code
#22GDASSOTA
93.61
Accuracy (Test)· 2019-10-10
Searching for A Robust Neural Architecture in Four GPU Hours Code
#23iDARTS
93.58
Accuracy (Test)· 2021-06-21
iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients Code
#24KNAS (k=40)
93.43
Accuracy (Test)· 2021-11-26
KNAS: Green Neural Architecture Search Code
#25FairNASSOTA
93.23
Accuracy (Test)· 2019-07-03
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search Code
#26NAS-LID+RSPS
92.9
Accuracy (Test)· 2022-11-23
NAS-LID: Efficient Neural Architecture Search with Local Intrinsic Dimension Code
#27SNASSOTA
92.77
Accuracy (Test)· 2018-12-24
SNAS: Stochastic Neural Architecture Search Code
#28EPE-NAS (N=10)
92.63
Accuracy (Test)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#29EPE-NAS (N=500)
92.27
Accuracy (Test)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#30EPE-NAS (N=100)
91.59
Accuracy (Test)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#31EPE-NAS (N=1000)
91.31
Accuracy (Test)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#32RSPS
87.66
Accuracy (Test)· 2019-02-20
Random Search and Reproducibility for Neural Architecture Search Code
#33SETN
86.19
Accuracy (Test)
No paper
#34DARTS-V1
54.3
Accuracy (Test)
No paper
#35ENAS
54.3
Accuracy (Test)
No paper
#36DARTS-V2
54.3
Accuracy (Test)
No paper