AutoML on NAS-Bench-201, ImageNet-16-120

Metric: Accuracy (Test) (higher is better)

LeaderboardDataset

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Results

#	Model↕	Accuracy (Test)▼	Augmentations	Paper	Date↕	Code
1	CR-LSO	46.98	No	CR-LSO: Convex Neural Architecture Optimization ...	2022-11-11	Code
2	Shapley-NAS	46.85	No	Shapley-NAS: Discovering Operation Contribution ...	2022-06-20	Code
3	β-SDARTS-RS	46.71	No	$β$-DARTS: Beta-Decay Regularization for Differe...	2022-03-03	Code
4	β-RDARTS-L2	46.71	No	$β$-DARTS: Beta-Decay Regularization for Differe...	2022-03-03	Code
5	NAR	46.66	No	Generalized Global Ranking-Aware Neural Architec...	2022-01-30	Code
6	BaLeNAS-TF	46.54	No	BaLeNAS: Differentiable Architecture Search via ...	2021-11-25	-
7	AG-Net	46.42	No	Learning Where To Look -- Generative NAS is Surp...	2022-03-16	Code
8	Local search	46.38	No	Exploring the Loss Landscape in Neural Architect...	2020-05-06	Code
9	NASBOT	46.37	No	Neural Architecture Search with Bayesian Optimis...	2018-02-11	Code
10	GAEA DARTS (ERM)	46.36	No	Geometry-Aware Gradient Algorithms for Neural Ar...	2020-04-16	Code
11	DrNAS	46.34	No	DrNAS: Dirichlet Neural Architecture Search	2020-06-18	Code
12	β-DARTS	46.34	No	$β$-DARTS: Beta-Decay Regularization for Differe...	2022-03-03	Code
13	Λ-DARTS	46.34	No	$Λ$-DARTS: Mitigating Performance Collapse by Ha...	2022-10-14	Code
14	IS-DARTS	46.34	No	IS-DARTS: Stabilizing DARTS through Precise Meas...	2023-12-19	Code
15	ParZC	46.34	No	ParZC: Parametric Zero-Cost Proxies for Efficien...	2024-02-03	-
16	α-DARTS	46.34	No	$α$ DARTS Once More: Enhancing Differentiable Ar...	2022-11-18	-
17	TNAS	46.31	No	When NAS Meets Trees: An Efficient Algorithm for...	2022-04-11	Code
18	BANANAS	46.3	No	BANANAS: Bayesian Optimization with Neural Archi...	2019-10-25	Code
19	arch2vec	46.27	No	Does Unsupervised Architecture Representation Le...	2020-06-12	Code
20	RF-DARTS	46.1	No	Differentiable Architecture Search with Random F...	2022-08-18	-
21	GEA	46.04	No	Guided Evolutionary Neural Architecture Search W...	2022-07-22	-
22	DU-DARTS	45.94	No	-	-	Code
23	DARTS-SaBN	45.85	No	Sandwich Batch Normalization: A Drop-In Replacem...	2021-02-22	Code
24	GenNAS	45.59	No	Generic Neural Architecture Search via Regression	2021-08-04	Code
25	REA	45.54	No	Regularized Evolution for Image Classifier Archi...	2018-02-05	Code
26	CDARTS	45.51	No	Cyclic Differentiable Architecture Search	2020-06-18	Code
27	DiNAS	45.41	No	Multi-conditioned Graph Diffusion for Neural Arc...	2024-03-09	Code
28	PRE-NAS	45.34	No	PRE-NAS: Predictor-assisted Evolutionary Neural ...	2022-04-27	-
29	DARTS-	45.12	No	DARTS-: Robustly Stepping out of Performance Col...	2020-09-02	Code
30	KNAS (k=40)	45.05	No	KNAS: Green Neural Architecture Search	2021-11-26	Code
31	SNAS	43.16	No	SNAS: Stochastic Neural Architecture Search	2018-12-24	Code
32	FairNAS	42.19	No	FairNAS: Rethinking Evaluation Fairness of Weigh...	2019-07-03	Code
33	EPE-NAS (N=500)	42.05	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
34	EPE-NAS (N=10)	41.92	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
35	EPE-NAS (N=1000)	41.84	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
36	GDAS	41.71	No	Searching for A Robust Neural Architecture in Fo...	2019-10-10	Code
37	iDARTS	40.89	No	iDARTS: Differentiable Architecture Search with ...	2021-06-21	Code
38	EPE-NAS (N=100)	38.8	No	EPE-NAS: Efficient Performance Estimation Withou...	2021-02-16	Code
39	NAS without training (N=10)	38.33	No	Neural Architecture Search without Training	2020-06-08	Code
40	NAS without training (N=100)	36.37	No	Neural Architecture Search without Training	2020-06-08	Code
41	RSPS	31.14	No	Random Search and Reproducibility for Neural Arc...	2019-02-20	Code
42	DARTS (first order)	16.43	No	DARTS: Differentiable Architecture Search	2018-06-24	Code
43	ENAS	16.43	No	-	-	-
44	DARTS (second order)	16.43	No	DARTS: Differentiable Architecture Search	2018-06-24	Code