Neural Architecture Search on NAS-Bench-201, ImageNet-16-120

Metric: Accuracy (Val) (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy (Val)▼	Augmentations	Paper	Date↕	Code
1	AG-Net	46.73	No	Learning Where To Look -- Generative NAS is Surp...	2022-03-16	Code
2	DiNAS	46.66	No	Multi-conditioned Graph Diffusion for Neural Arc...	2024-03-09	Code
3	ASE-NAS+	46.66	No	Automated Dominative Subspace Mining for Efficie...	2022-10-31	Code
4	Shapley-NAS	46.57	No	Shapley-NAS: Discovering Operation Contribution ...	2022-06-20	Code
5	CR-LSO	46.51	No	CR-LSO: Convex Neural Architecture Optimization ...	2022-11-11	Code
6	RF-DARTS	46.4	No	Differentiable Architecture Search with Random F...	2022-08-18	-
7	DrNAS	46.37	No	DrNAS: Dirichlet Neural Architecture Search	2020-06-18	Code
8	β-DARTS	46.37	No	$β$-DARTS: Beta-Decay Regularization for Differe...	2022-03-03	Code
9	Λ-DARTS	46.37	No	$Λ$-DARTS: Mitigating Performance Collapse by Ha...	2022-10-14	Code
10	IS-DARTS	46.37	No	IS-DARTS: Stabilizing DARTS through Precise Meas...	2023-12-19	Code
11	ParZC	46.37	No	ParZC: Parametric Zero-Cost Proxies for Efficien...	2024-02-03	-
12	α-DARTS	46.17	No	$α$ DARTS Once More: Enhancing Differentiable Ar...	2022-11-18	-
13	NAR	46.16	No	Generalized Global Ranking-Aware Neural Architec...	2022-01-30	Code
14	BaLeNAS-TF	46.14	No	BaLeNAS: Differentiable Architecture Search via ...	2021-11-25	-
15	CATCH-meta	46.07	No	CATCH: Context-based Meta Reinforcement Learning...	2020-07-18	-
16	DARTS-	44.87	No	DARTS-: Robustly Stepping out of Performance Col...	2020-09-02	Code
17	PNAS +	44.75	No	Progressive Neural Architecture Search	2017-12-02	Code
18	DSNAS	41.07	No	DSNAS: Direct Neural Architecture Search without...	2020-02-21	Code
19	iDARTS	40.38	No	iDARTS: Differentiable Architecture Search with ...	2021-06-21	Code
20	SETN	32.52	No	One-Shot Neural Architecture Search via Self-Eva...	2019-10-13	Code

#1AG-NetSOTA
46.73
Accuracy (Val)· 2022-03-16
Learning Where To Look -- Generative NAS is Surprisingly Efficient Code
#2DiNAS
46.66
Accuracy (Val)· 2024-03-09
Multi-conditioned Graph Diffusion for Neural Architecture Search Code
#3ASE-NAS+
46.66
Accuracy (Val)· 2022-10-31
Automated Dominative Subspace Mining for Efficient Neural Architecture Search Code
#4Shapley-NAS
46.57
Accuracy (Val)· 2022-06-20
Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search Code
#5CR-LSO
46.51
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
#6RF-DARTS
46.4
Accuracy (Val)· 2022-08-18
Differentiable Architecture Search with Random Features
#7DrNASSOTA
46.37
Accuracy (Val)· 2020-06-18
DrNAS: Dirichlet Neural Architecture Search Code
#8β-DARTS
46.37
Accuracy (Val)· 2022-03-03
$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search Code
#9Λ-DARTS
46.37
Accuracy (Val)· 2022-10-14
$Λ$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells Code
#10IS-DARTS
46.37
Accuracy (Val)· 2023-12-19
IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance Code
#11ParZC
46.37
Accuracy (Val)· 2024-02-03
ParZC: Parametric Zero-Cost Proxies for Efficient NAS
#12α-DARTS
46.17
Accuracy (Val)· 2022-11-18
$α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling
#13NAR
46.16
Accuracy (Val)· 2022-01-30
Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search Code
#14BaLeNAS-TF
46.14
Accuracy (Val)· 2021-11-25
BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule
#15CATCH-meta
46.07
Accuracy (Val)· 2020-07-18
CATCH: Context-based Meta Reinforcement Learning for Transferrable Architecture Search
#16DARTS-
44.87
Accuracy (Val)· 2020-09-02
DARTS-: Robustly Stepping out of Performance Collapse Without Indicators Code
#17PNAS +SOTA
44.75
Accuracy (Val)· 2017-12-02
Progressive Neural Architecture Search Code
#18DSNAS
41.07
Accuracy (Val)· 2020-02-21
DSNAS: Direct Neural Architecture Search without Parameter Retraining Code
#19iDARTS
40.38
Accuracy (Val)· 2021-06-21
iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients Code
#20SETN
32.52
Accuracy (Val)· 2019-10-13
One-Shot Neural Architecture Search via Self-Evaluated Template Network Code