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Architecture Search On Cifar 10 Image

Metrics

FLOPS

Params

Percentage error

Results

Performance results of various models on this benchmark

Model Name	FLOPS	Params	Percentage error	Paper Title	Repository
SharpSepConvDARTS	579M	3.6M	1.98	sharpDARTS: Faster and More Accurate Differentiable Architecture Search	-
NAONet + c/o	-	144.6M	1.93	Neural Architecture Optimization	-
Soft Parameter Sharing	-	33.5	2.53	Learning Implicitly Recurrent CNNs Through Parameter Sharing	-
NAT-M2	291M	4.6M	2.1	Neural Architecture Transfer	-
arch2vec	-	3.6	2.56	Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?	-
GATES + c/o	-	4.1M	2.58	A Generic Graph-based Neural Architecture Encoding Scheme for Predictor-based NAS	-
PathLevel EAS + c/o	-	14.3M	2.30	Path-Level Network Transformation for Efficient Architecture Search	-
EEEA-Net-C (b=5)+ CO	-	3.6	-	EEEA-Net: An Early Exit Evolutionary Neural Architecture Search	-
Proxyless-G + c/o	-	5.7M	2.08	ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware	-
MUXNet-m	200M	2.1M	2.0	MUXConv: Information Multiplexing in Convolutional Neural Networks	-
DARTS + c/o	-	3.4M	2.83	DARTS: Differentiable Architecture Search	-
NAT-M1	232M	4.3M	2.6	Neural Architecture Transfer	-
NAS-RL-A + c/o	-	27.6M	2.4	Neural Architecture Search with Reinforcement Learning	-
ENAS + c/o	-	4.6M	2.89	Efficient Neural Architecture Search via Parameter Sharing	-
AlphaX-1 (cutout NASNet)	-	3.59M	-	AlphaX: eXploring Neural Architectures with Deep Neural Networks and Monte Carlo Tree Search	-
NAT-M3	392M	6.2M	1.8	Neural Architecture Transfer	-
NAT-M4	468M	6.9M	1.6	Neural Architecture Transfer	-
CATE	-	4.1	2.46	CATE: Computation-aware Neural Architecture Encoding with Transformers	-
AmoebaNet-B + c/o	-	34.9M	2.13	Regularized Evolution for Image Classifier Architecture Search	-

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Architecture Search On Cifar 10 Image | SOTA | HyperAI