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Neural Architecture Search On Nas Bench 201 1

Metrics

Accuracy (Test)
Accuracy (Val)

Results

Performance results of various models on this benchmark

Paper Title
Shapley-NAS94.3791.61Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search
AG-Net94.3791.61Learning Where To Look -- Generative NAS is Surprisingly Efficient
DiNAS94.3791.61Multi-conditioned Graph Diffusion for Neural Architecture Search
β-DARTS94.3691.55$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search
Λ-DARTS94.3691.55$Λ$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells
IS-DARTS 94.3691.55IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance
DrNAS94.3691.55DrNAS: Dirichlet Neural Architecture Search
CR-LSO94.3591.54CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks
TNAS94.35-When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search
NAR94.3391.44Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search
BaLeNAS-TF94.3391.52BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule
α-DARTS94.391.49$α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling
RF-DARTS94.2791.3Differentiable Architecture Search with Random Features
arch2vec94.1891.41Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?
GenNAS94.18-Generic Neural Architecture Search via Regression
GAEA DARTS (ERM)94.1-Geometry-Aware Gradient Algorithms for Neural Architecture Search
PRE-NAS94.0491.37PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search
CDARTS94.0291.12Cyclic Differentiable Architecture Search
GAE 93.9991.26Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation
DU-DARTS 93.8691.21DU-DARTS: Decreasing the Uncertainty of Differentiable Architecture Search
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Neural Architecture Search On Nas Bench 201 1 | SOTA | HyperAI