Neural Architecture Search On Nas Bench 201

评估指标

Accuracy (Test)

Accuracy (Val)

Search time (s)

评测结果

各个模型在此基准测试上的表现结果

				Paper Title	Repository
CR-LSO	46.98	46.51	-	CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks
Shapley-NAS	46.85	46.57	-	Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search
β-RDARTS-L2	46.71	-	-	$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search
β-SDARTS-RS	46.71	-	-	$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search
NAR	46.66	46.16	-	Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search
BaLeNAS-TF	46.54	46.14	-	BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule	-
AG-Net	46.42	46.73	-	Learning Where To Look -- Generative NAS is Surprisingly Efficient
Local search	46.38	-	151200	Exploring the Loss Landscape in Neural Architecture Search
NASBOT	46.37	-	75600	Neural Architecture Search with Bayesian Optimisation and Optimal Transport
GAEA DARTS (ERM)	46.36	-	-	Geometry-Aware Gradient Algorithms for Neural Architecture Search
ParZC	46.34	46.37	-	ParZC: Parametric Zero-Cost Proxies for Efficient NAS	-
α-DARTS	46.34	46.17	-	$α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling	-
Λ-DARTS	46.34	46.37	-	$Λ$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells
DrNAS	46.34	46.37	-	DrNAS: Dirichlet Neural Architecture Search
β-DARTS	46.34	46.37	-	$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search
IS-DARTS	46.34	46.37	-	IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance
TNAS	46.31	-	-	When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search
BANANAS	46.3	-	100800	BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search
arch2vec	46.27	-	-	Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?
RF-DARTS	46.1	46.40	-	Differentiable Architecture Search with Random Features	-

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