Neural Architecture Search On Nas Bench 201 2

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
Shapley-NAS	73.51	73.49	-	Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search
IS-DARTS	73.51	73.49	-	IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance
DrNAS	73.51	73.49	-	DrNAS: Dirichlet Neural Architecture Search
DiNAS	73.51	73.49	15.36	Multi-conditioned Graph Diffusion for Neural Architecture Search
Λ-DARTS	73.51	73.49	-	$Λ$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells
AG-Net	73.51	73.49	-	Learning Where To Look -- Generative NAS is Surprisingly Efficient
β-DARTS	73.51	73.49	-	$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search
CR-LSO	73.47	73.44	-	CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks
GAEA DARTS (ERM)	73.43	-	-	Geometry-Aware Gradient Algorithms for Neural Architecture Search
arch2vec	73.37	73.35	-	Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?
α-DARTS	73.16	73.21	-	$α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling	-
TNAS	73.02	-	-	When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search
BaLeNAS-TF	72.95	72.67	-	BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule	-
RF-DARTS	72.94	72.95	-	Differentiable Architecture Search with Random Features	-
NAR	72.89	72.54	-	Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search
GenNAS	72.56	-	1080	Generic Neural Architecture Search via Regression
GAE	72.36	72.62	-	Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation	-
PRE-NAS	72.02	71.95	-	PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search	-
CDARTS	71.92	72.12	-	Cyclic Differentiable Architecture Search
DU-DARTS	71.84	71.88	-	DU-DARTS: Decreasing the Uncertainty of Differentiable Architecture Search	-

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