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المنصة
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SOTA
بحث هندسة الشبكة العصبية
Neural Architecture Search On Nas Bench 201 2
Neural Architecture Search On Nas Bench 201 2
المقاييس
Accuracy (Test)
Accuracy (Val)
Search time (s)
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Accuracy (Test)
Accuracy (Val)
Search time (s)
Paper Title
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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