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

Metric: Accuracy (Val) (higher is better)

LeaderboardDataset

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Results

#	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