AutoML on CIFAR-10

Metric: Search Time (GPU days) (higher is better)

LeaderboardDataset

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#	Model↕	Search Time (GPU days)▼	Augmentations	Paper	Date↕	Code
1	AlphaX-1 (cutout NASNet)	224	No	AlphaX: eXploring Neural Architectures with Deep...	2019-03-26	Code
2	NAO	200	No	-	-	-
3	arch2vec	10.5	No	Does Unsupervised Architecture Representation Le...	2020-06-12	Code
4	CATE	10.3	No	CATE: Computation-aware Neural Architecture Enco...	2021-02-14	Code
5	FairNAS-A	8	Yes	FairNAS: Rethinking Evaluation Fairness of Weigh...	2019-07-03	Code
6	DARTS (second order)	4	No	DARTS: Differentiable Architecture Search	2018-06-24	Code
7	sharpDARTS	1.8	No	sharpDARTS: Faster and More Accurate Differentia...	2019-03-23	Code
8	SETN (T=1K) + CutOut	1.8	No	One-Shot Neural Architecture Search via Self-Eva...	2019-10-13	Code
9	DARTS (first order)	1.5	No	DARTS: Differentiable Architecture Search	2018-06-24	Code
10	NAT-M4	1	Yes	Neural Architecture Transfer	2020-05-12	Code
11	NAT-M3	1	Yes	Neural Architecture Transfer	2020-05-12	Code
12	NAT-M2	1	Yes	Neural Architecture Transfer	2020-05-12	Code
13	NAT-M1	1	No	Neural Architecture Transfer	2020-05-12	Code
14	NASGEP	1	No	Optimizing Neural Architecture Search using Limi...	2020-05-15	Code
15	SharpSepConvDARTS	0.8	No	sharpDARTS: Faster and More Accurate Differentia...	2019-03-23	Code
16	Soft Parameter Sharing	0.7	No	Learning Implicitly Recurrent CNNs Through Param...	2019-02-26	Code
17	DARTS-PRIME	0.5	No	DARTS-PRIME: Regularization and Scheduling Impro...	2021-06-22	-
18	iDARTS +ME	0.4	No	iDARTS: Improving DARTS by Node Normalization an...	2021-08-25	-
19	DU-DARTS	0.4	No	-	-	Code
20	TNASP	0.3	No	-	-	-
21	MSR-DARTS	0.3	No	MSR-DARTS: Minimum Stable Rank of Differentiable...	2020-09-19	-
22	NoisyDARTS	0.25	No	Noisy Differentiable Architecture Search	2020-05-07	Code
23	SGAS	0.25	No	SGAS: Sequential Greedy Architecture Search	2019-11-30	Code
24	FairDARTS-a	0.25	No	Fair DARTS: Eliminating Unfair Advantages in Dif...	2019-11-27	Code
25	GDAS	0.21	No	Searching for A Robust Neural Architecture in Fo...	2019-10-10	Code
26	GDAS (FRC)	0.17	No	Searching for A Robust Neural Architecture in Fo...	2019-10-10	Code
27	PC-DARTS	0.1	No	PC-DARTS: Partial Channel Connections for Memory...	2019-07-12	Code
28	μDARTS	0.1	No	$μ$DARTS: Model Uncertainty-Aware Differentiable...	2021-07-24	-
29	Bonsai-Net	0.1	No	Bonsai-Net: One-Shot Neural Architecture Search ...	2020-06-12	Code
30	NN-MASS- CIFAR-A	0	No	-	-	Code
31	NN-MASS- CIFAR-C	0	No	-	-	Code