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architecture-search-on-cifar-10-image
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Neural Architecture Search
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Paper
Code
Percentage error
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Params
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FLOPS
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Search Time (GPU days)
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ModelName
ReleaseDate
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Neural Architecture Transfer
✓ Link
1.6
6.9M
468M
NAT-M4
2020-05-12
Neural Architecture Transfer
✓ Link
1.8
6.2M
392M
NAT-M3
2020-05-12
Neural Architecture Optimization
✓ Link
1.93
144.6M
NAONet + c/o
2018-08-22
sharpDARTS: Faster and More Accurate Differentiable Architecture Search
✓ Link
1.98
3.6M
579M
SharpSepConvDARTS
2019-03-23
MUXConv: Information Multiplexing in Convolutional Neural Networks
✓ Link
2.0
2.1M
200M
MUXNet-m
2020-03-31
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware
✓ Link
2.08
5.7M
Proxyless-G + c/o
2018-12-02
Neural Architecture Transfer
✓ Link
2.1
4.6M
291M
NAT-M2
2020-05-12
Regularized Evolution for Image Classifier Architecture Search
✓ Link
2.13
34.9M
AmoebaNet-B + c/o
2018-02-05
Path-Level Network Transformation for Efficient Architecture Search
✓ Link
2.30
14.3M
PathLevel EAS + c/o
2018-06-07
Neural Architecture Search with Reinforcement Learning
✓ Link
2.4
27.6M
NAS-RL-A + c/o
2016-11-05
CATE: Computation-aware Neural Architecture Encoding with Transformers
✓ Link
2.46
4.1
10.3
CATE
2021-02-14
Learning Implicitly Recurrent CNNs Through Parameter Sharing
✓ Link
2.53
33.5
Soft Parameter Sharing
2019-02-26
Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?
✓ Link
2.56
3.6
10.5
arch2vec
2020-06-12
A Generic Graph-based Neural Architecture Encoding Scheme for Predictor-based NAS
✓ Link
2.58
4.1M
GATES + c/o
2020-04-04
Neural Architecture Transfer
✓ Link
2.6
4.3M
232M
NAT-M1
2020-05-12
DARTS: Differentiable Architecture Search
✓ Link
2.83
3.4M
4
DARTS + c/o
2018-06-24
Efficient Neural Architecture Search via Parameter Sharing
✓ Link
2.89
4.6M
ENAS + c/o
2018-02-09
EEEA-Net: An Early Exit Evolutionary Neural Architecture Search
✓ Link
3.6
EEEA-Net-C (b=5)+ CO
2021-08-13
AlphaX: eXploring Neural Architectures with Deep Neural Networks and Monte Carlo Tree Search
✓ Link
3.59M
AlphaX-1 (cutout NASNet)
2019-03-26