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المنصة
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SOTA
بحث هندسة الشبكة العصبية
Neural Architecture Search On Nas Bench 201
Neural Architecture Search On Nas Bench 201
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
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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Neural Architecture Search On Nas Bench 201 | SOTA | HyperAI