AutoML on NAS-Bench-201, CIFAR-10

Metric: Accuracy (Val) (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Accuracy (Val)▼	Augmentations	Paper	Date↕	Code
1	DiNAS	91.61	No	Multi-conditioned Graph Diffusion for Neural Arc...	2024-03-09	Code
2	Shapley-NAS	91.61	No	Shapley-NAS: Discovering Operation Contribution ...	2022-06-20	Code
3	AG-Net	91.61	No	Learning Where To Look -- Generative NAS is Surp...	2022-03-16	Code
4	β-DARTS	91.55	No	$β$-DARTS: Beta-Decay Regularization for Differe...	2022-03-03	Code
5	DrNAS	91.55	No	DrNAS: Dirichlet Neural Architecture Search	2020-06-18	Code
6	Λ-DARTS	91.55	No	$Λ$-DARTS: Mitigating Performance Collapse by Ha...	2022-10-14	Code
7	IS-DARTS	91.55	No	IS-DARTS: Stabilizing DARTS through Precise Meas...	2023-12-19	Code
8	CR-LSO	91.54	No	CR-LSO: Convex Neural Architecture Optimization ...	2022-11-11	Code
9	BaLeNAS-TF	91.52	No	BaLeNAS: Differentiable Architecture Search via ...	2021-11-25	-
10	α-DARTS	91.49	No	$α$ DARTS Once More: Enhancing Differentiable Ar...	2022-11-18	-
11	NAR	91.44	No	Generalized Global Ranking-Aware Neural Architec...	2022-01-30	Code
12	arch2vec	91.41	No	Does Unsupervised Architecture Representation Le...	2020-06-12	Code
13	PRE-NAS	91.37	No	PRE-NAS: Predictor-assisted Evolutionary Neural ...	2022-04-27	-
14	CATCH-meta	91.33	No	CATCH: Context-based Meta Reinforcement Learning...	2020-07-18	-
15	RF-DARTS	91.3	No	Differentiable Architecture Search with Random F...	2022-08-18	-
16	GAE	91.26	No	Guided Evolutionary Neural Architecture Search W...	2022-07-22	-
17	DU-DARTS	91.21	No	-	-	Code
18	CDARTS	91.12	No	Cyclic Differentiable Architecture Search	2020-06-18	Code
19	DARTS-	91.03	No	DARTS-: Robustly Stepping out of Performance Col...	2020-09-02	Code
20	SNAS	90.1	No	SNAS: Stochastic Neural Architecture Search	2018-12-24	Code
21	FairNAS	90.07	No	FairNAS: Rethinking Evaluation Fairness of Weigh...	2019-07-03	Code
22	EPE-NAS (N=10)	89.9	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
23	GDAS	89.89	No	Searching for A Robust Neural Architecture in Fo...	2019-10-10	Code
24	iDARTS	89.86	No	iDARTS: Differentiable Architecture Search with ...	2021-06-21	Code
25	NAS-LID+RSPS	89.74	No	NAS-LID: Efficient Neural Architecture Search wi...	2022-11-23	Code
26	EPE-NAS (N=100)	88.74	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
27	EPE-NAS (N=500)	88.17	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
28	EPE-NAS (N=1000)	87.87	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
29	RSPS	84.16	No	Random Search and Reproducibility for Neural Arc...	2019-02-20	Code
30	SETN	82.25	No	-	-	-
31	DARTS-V1	39.77	No	-	-	-
32	ENAS	39.77	No	-	-	-
33	DARTS-V2	39.77	No	-	-	-

#1DiNAS
91.61
Accuracy (Val)· 2024-03-09
Multi-conditioned Graph Diffusion for Neural Architecture Search Code
#2Shapley-NAS
91.61
Accuracy (Val)· 2022-06-20
Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search Code
#3AG-NetSOTA
91.61
Accuracy (Val)· 2022-03-16
Learning Where To Look -- Generative NAS is Surprisingly Efficient Code
#4β-DARTS
91.55
Accuracy (Val)· 2022-03-03
$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search Code
#5DrNASSOTA
91.55
Accuracy (Val)· 2020-06-18
DrNAS: Dirichlet Neural Architecture Search Code
#6Λ-DARTS
91.55
Accuracy (Val)· 2022-10-14
$Λ$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells Code
#7IS-DARTS
91.55
Accuracy (Val)· 2023-12-19
IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance Code
#8CR-LSO
91.54
Accuracy (Val)· 2022-11-11
CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks Code
#9BaLeNAS-TF
91.52
Accuracy (Val)· 2021-11-25
BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule
#10α-DARTS
91.49
Accuracy (Val)· 2022-11-18
$α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling
#11NAR
91.44
Accuracy (Val)· 2022-01-30
Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search Code
#12arch2vecSOTA
91.41
Accuracy (Val)· 2020-06-12
Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?Code
#13PRE-NAS
91.37
Accuracy (Val)· 2022-04-27
PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search
#14CATCH-meta
91.33
Accuracy (Val)· 2020-07-18
CATCH: Context-based Meta Reinforcement Learning for Transferrable Architecture Search
#15RF-DARTS
91.3
Accuracy (Val)· 2022-08-18
Differentiable Architecture Search with Random Features
#16GAE
91.26
Accuracy (Val)· 2022-07-22
Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation
#17DU-DARTS
91.21
Accuracy (Val)
No paperCode
#18CDARTS
91.12
Accuracy (Val)· 2020-06-18
Cyclic Differentiable Architecture Search Code
#19DARTS-
91.03
Accuracy (Val)· 2020-09-02
DARTS-: Robustly Stepping out of Performance Collapse Without Indicators Code
#20SNASSOTA
90.1
Accuracy (Val)· 2018-12-24
SNAS: Stochastic Neural Architecture Search Code
#21FairNAS
90.07
Accuracy (Val)· 2019-07-03
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search Code
#22EPE-NAS (N=10)
89.9
Accuracy (Val)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#23GDAS
89.89
Accuracy (Val)· 2019-10-10
Searching for A Robust Neural Architecture in Four GPU Hours Code
#24iDARTS
89.86
Accuracy (Val)· 2021-06-21
iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients Code
#25NAS-LID+RSPS
89.74
Accuracy (Val)· 2022-11-23
NAS-LID: Efficient Neural Architecture Search with Local Intrinsic Dimension Code
#26EPE-NAS (N=100)
88.74
Accuracy (Val)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#27EPE-NAS (N=500)
88.17
Accuracy (Val)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#28EPE-NAS (N=1000)
87.87
Accuracy (Val)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#29RSPS
84.16
Accuracy (Val)· 2019-02-20
Random Search and Reproducibility for Neural Architecture Search Code
#30SETN
82.25
Accuracy (Val)
No paper
#31DARTS-V1
39.77
Accuracy (Val)
No paper
#32ENAS
39.77
Accuracy (Val)
No paper
#33DARTS-V2
39.77
Accuracy (Val)
No paper