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Neural Architecture Search On Cifar 10

Metrics

Parameters
Search Time (GPU days)
Top-1 Error Rate

Results

Performance results of various models on this benchmark

Paper Title
GDAS-0.213.4%Searching for A Robust Neural Architecture in Four GPU Hours
Bonsai-Net2.9M0.103.35%Bonsai-Net: One-Shot Neural Architecture Search via Differentiable Pruners
Net2 (2)--3.3%Efficacy of Neural Prediction-Based Zero-Shot NAS
μDARTS-0.13.277%$μ$DARTS: Model Uncertainty-Aware Differentiable Architecture Search
NN-MASS- CIFAR-C3.82M03.18%How does topology of neural architectures impact gradient propagation and model performance?
NN-MASS- CIFAR-A5.02M03.0%How does topology of neural architectures impact gradient propagation and model performance?
DARTS (first order)3.31.53%DARTS: Differentiable Architecture Search
NASGEP-12.82%Optimizing Neural Architecture Search using Limited GPU Time in a Dynamic Search Space: A Gene Expression Programming Approach
AlphaX-1 (cutout NASNet)-2242.82%AlphaX: eXploring Neural Architectures with Deep Neural Networks and Monte Carlo Tree Search
DARTS (second order)3.342.76%DARTS: Differentiable Architecture Search
SETN (T=1K) + CutOut-1.82.69%One-Shot Neural Architecture Search via Self-Evaluated Template Network
DARTS-PRIME3.7M0.52.62%DARTS-PRIME: Regularization and Scheduling Improve Constrained Optimization in Differentiable NAS
NAT-M14.3M1.02.6%Neural Architecture Transfer
PC-DARTS3.6M0.12.57%PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search
arch2vec3.6M10.52.56%Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?
FairDARTS-a2.8M0.252.54%Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search
MSR-DARTS4.0M 0.32.54%MSR-DARTS: Minimum Stable Rank of Differentiable Architecture Search
Soft Parameter Sharing-0.72.53%Learning Implicitly Recurrent CNNs Through Parameter Sharing
β-DARTS--2.53%$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search
TNASP3.7M0.32.52%TNASP: A Transformer-based NAS Predictor with a Self-evolution Framework
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Neural Architecture Search On Cifar 10 | SOTA | HyperAI