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Neural Architecture Search On Nas Bench 201 2

Metrics

Accuracy (Test)
Accuracy (Val)
Search time (s)

Results

Performance results of various models on this benchmark

Paper TitleRepository
Shapley-NAS73.5173.49-Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search
IS-DARTS73.51 73.49-IS-DARTS: Stabilizing DARTS through Precise Measurement on Candidate Importance
DrNAS73.5173.49-DrNAS: Dirichlet Neural Architecture Search
DiNAS73.5173.4915.36Multi-conditioned Graph Diffusion for Neural Architecture Search
Λ-DARTS73.5173.49-$Λ$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells
AG-Net73.5173.49-Learning Where To Look -- Generative NAS is Surprisingly Efficient
β-DARTS73.5173.49-$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search
CR-LSO73.4773.44-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
arch2vec73.3773.35-Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?
α-DARTS73.1673.21-$α$ DARTS Once More: Enhancing Differentiable Architecture Search by Masked Image Modeling-
TNAS73.02--When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search
BaLeNAS-TF72.9572.67-BaLeNAS: Differentiable Architecture Search via the Bayesian Learning Rule-
RF-DARTS72.9472.95-Differentiable Architecture Search with Random Features-
NAR72.8972.54-Generalized Global Ranking-Aware Neural Architecture Ranker for Efficient Image Classifier Search
GenNAS72.56-1080Generic Neural Architecture Search via Regression
GAE72.36 72.62-Guided Evolutionary Neural Architecture Search With Efficient Performance Estimation-
PRE-NAS72.0271.95-PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search-
CDARTS71.9272.12-Cyclic Differentiable Architecture Search
DU-DARTS71.8471.88-DU-DARTS: Decreasing the Uncertainty of Differentiable Architecture Search-
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Neural Architecture Search On Nas Bench 201 2 | SOTA | HyperAI