Neural Architecture Search on NAS-Bench-201, CIFAR-100

Metric: Accuracy (Val) (higher is better)

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#	Model↕	Accuracy (Val)▼	Augmentations	Paper	Date↕	Code
1	DiNAS	73.49	No	Multi-conditioned Graph Diffusion for Neural Arc...	2024-03-09	Code
2	β-DARTS	73.49	No	$β$-DARTS: Beta-Decay Regularization for Differe...	2022-03-03	Code
3	Shapley-NAS	73.49	No	Shapley-NAS: Discovering Operation Contribution ...	2022-06-20	Code
4	DrNAS	73.49	No	DrNAS: Dirichlet Neural Architecture Search	2020-06-18	Code
5	AG-Net	73.49	No	Learning Where To Look -- Generative NAS is Surp...	2022-03-16	Code
6	Λ-DARTS	73.49	No	$Λ$-DARTS: Mitigating Performance Collapse by Ha...	2022-10-14	Code
7	IS-DARTS	73.49	No	IS-DARTS: Stabilizing DARTS through Precise Meas...	2023-12-19	Code
8	CR-LSO	73.44	No	CR-LSO: Convex Neural Architecture Optimization ...	2022-11-11	Code
9	arch2vec	73.35	No	Does Unsupervised Architecture Representation Le...	2020-06-12	Code
10	α-DARTS	73.21	No	$α$ DARTS Once More: Enhancing Differentiable Ar...	2022-11-18	-
11	ASE-NAS+	73.12	No	Automated Dominative Subspace Mining for Efficie...	2022-10-31	Code
12	RF-DARTS	72.95	No	Differentiable Architecture Search with Random F...	2022-08-18	-
13	BaLeNAS-TF	72.67	No	BaLeNAS: Differentiable Architecture Search via ...	2021-11-25	-
14	GAE	72.62	No	Guided Evolutionary Neural Architecture Search W...	2022-07-22	-
15	CATCH-meta	72.57	No	CATCH: Context-based Meta Reinforcement Learning...	2020-07-18	-
16	NAR	72.54	No	Generalized Global Ranking-Aware Neural Architec...	2022-01-30	Code
17	CDARTS	72.12	No	Cyclic Differentiable Architecture Search	2020-06-18	Code
18	PRE-NAS	71.95	No	PRE-NAS: Predictor-assisted Evolutionary Neural ...	2022-04-27	-
19	DU-DARTS	71.88	No	-	-	Code
20	DARTS-	71.36	No	DARTS-: Robustly Stepping out of Performance Col...	2020-09-02	Code
21	GDAS	71.34	No	Searching for A Robust Neural Architecture in Fo...	2019-10-10	Code
22	FairNAS	70.94	No	FairNAS: Rethinking Evaluation Fairness of Weigh...	2019-07-03	Code
23	iDARTS	70.57	No	iDARTS: Differentiable Architecture Search with ...	2021-06-21	Code
24	EPE-NAS (N=10)	69.78	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
25	SNAS	69.69	No	SNAS: Stochastic Neural Architecture Search	2018-12-24	Code
26	EPE-NAS (N=1000)	69.44	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
27	NAS-LID+RSPS	69.38	No	NAS-LID: Efficient Neural Architecture Search wi...	2022-11-23	Code
28	EPE-NAS (N=500)	69.23	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
29	EPE-NAS (N=100)	67.28	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
30	SETN	59.05	No	One-Shot Neural Architecture Search via Self-Eva...	2019-10-13	Code
31	RSPS	59	No	Random Search and Reproducibility for Neural Arc...	2019-02-20	Code
32	DSNAS	31.01	No	DSNAS: Direct Neural Architecture Search without...	2020-02-21	Code
33	DARTS-V1	15.03	No	-	-	-
34	ENAS	15.03	No	-	-	-
35	DARTS-V2	15.03	No	-	-	-

#1DiNAS
73.49
Accuracy (Val)· 2024-03-09
Multi-conditioned Graph Diffusion for Neural Architecture Search Code
#2β-DARTS
73.49
Accuracy (Val)· 2022-03-03
$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search Code
#3Shapley-NAS
73.49
Accuracy (Val)· 2022-06-20
Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search Code
#4DrNASSOTA
73.49
Accuracy (Val)· 2020-06-18
DrNAS: Dirichlet Neural Architecture Search Code
#5AG-Net
73.49
Accuracy (Val)· 2022-03-16
Learning Where To Look -- Generative NAS is Surprisingly Efficient Code
#6Λ-DARTS
73.49
Accuracy (Val)· 2022-10-14
$Λ$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells Code
#7IS-DARTS
73.49
Accuracy (Val)· 2023-12-19
IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance Code
#8CR-LSO
73.44
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
#9arch2vecSOTA
73.35
Accuracy (Val)· 2020-06-12
Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?Code
#10α-DARTS
73.21
Accuracy (Val)· 2022-11-18
$α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling
#11ASE-NAS+
73.12
Accuracy (Val)· 2022-10-31
Automated Dominative Subspace Mining for Efficient Neural Architecture Search Code
#12RF-DARTS
72.95
Accuracy (Val)· 2022-08-18
Differentiable Architecture Search with Random Features
#13BaLeNAS-TF
72.67
Accuracy (Val)· 2021-11-25
BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule
#14GAE
72.62
Accuracy (Val)· 2022-07-22
Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation
#15CATCH-meta
72.57
Accuracy (Val)· 2020-07-18
CATCH: Context-based Meta Reinforcement Learning for Transferrable Architecture Search
#16NAR
72.54
Accuracy (Val)· 2022-01-30
Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search Code
#17CDARTS
72.12
Accuracy (Val)· 2020-06-18
Cyclic Differentiable Architecture Search Code
#18PRE-NAS
71.95
Accuracy (Val)· 2022-04-27
PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search
#19DU-DARTS
71.88
Accuracy (Val)
No paperCode
#20DARTS-
71.36
Accuracy (Val)· 2020-09-02
DARTS-: Robustly Stepping out of Performance Collapse Without Indicators Code
#21GDASSOTA
71.34
Accuracy (Val)· 2019-10-10
Searching for A Robust Neural Architecture in Four GPU Hours Code
#22FairNASSOTA
70.94
Accuracy (Val)· 2019-07-03
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search Code
#23iDARTS
70.57
Accuracy (Val)· 2021-06-21
iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients Code
#24EPE-NAS (N=10)
69.78
Accuracy (Val)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#25SNASSOTA
69.69
Accuracy (Val)· 2018-12-24
SNAS: Stochastic Neural Architecture Search Code
#26EPE-NAS (N=1000)
69.44
Accuracy (Val)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#27NAS-LID+RSPS
69.38
Accuracy (Val)· 2022-11-23
NAS-LID: Efficient Neural Architecture Search with Local Intrinsic Dimension Code
#28EPE-NAS (N=500)
69.23
Accuracy (Val)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#29EPE-NAS (N=100)
67.28
Accuracy (Val)· 2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search Code
#30SETN
59.05
Accuracy (Val)· 2019-10-13
One-Shot Neural Architecture Search via Self-Evaluated Template Network Code
#31RSPS
59
Accuracy (Val)· 2019-02-20
Random Search and Reproducibility for Neural Architecture Search Code
#32DSNAS
31.01
Accuracy (Val)· 2020-02-21
DSNAS: Direct Neural Architecture Search without Parameter Retraining Code
#33DARTS-V1
15.03
Accuracy (Val)
No paper
#34ENAS
15.03
Accuracy (Val)
No paper
#35DARTS-V2
15.03
Accuracy (Val)
No paper