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Neural Architecture Search (NAS) papers with code

NAS-With-Code

Neural Architecture Search (NAS) papers with code

Paper Title Where Architecture Strategy Code
Global2Local: Efficient Structure Search for Video Action Segmentation CVPR 2021 CNN Gradient PyTorch
HR-NAS: Searching Efficient High-Resolution Neural Architectures With Lightweight Transformers CVPR 2021 CNN Gradient PyTorch
ViPNAS: Efficient Video Pose Estimation via Neural Architecture Search CVPR 2021 CNN Gradient PyTorch
LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search CVPR 2021 CNN Gradient PyTorch
OPANAS: One-Shot Path Aggregation Network Architecture Search for Object Detection CVPR 2021 CNN EA PyTorch
Inception Convolution With Efficient Dilation Search CVPR 2021 Dilation No exact NAS PyTorch
One-Shot Neural Ensemble Architecture Search by Diversity-Guided Search Space Shrinking CVPR 2021 CNN Gradient PyTorch
DOTS: Decoupling Operation and Topology in Differentiable Architecture Search CVPR 2021 CNN Gradient PyTorch
RETHINKING ARCHITECTURE SELECTION IN DIFFERENTIABLE NAS ICLR 2021 CNN Gradient PyTorch
Geometry-Aware Gradient Algorithms for Neural Architecture Search ICLR 2021 CNN Gradient PyTorch
Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets ICLR 2021 CNN Gradient PyTorch
IN SEARCH OF LOST DOMAIN GENERALIZATION ICLR 2021 Domain Not exact NAS PyTorch
SEDONA: Search for Decoupled Neural Networks toward Greedy Block-wise Learning ICLR 2021 CNN Gradient PyTorch
Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective ICLR 2021 CNN training-free PyTorch
Interpretable Neural Architecture Search using Bayesian Optimisation with Weisfeiler-Lehman Kernel (NAS-BOWL) ICLR 2021 CNN Bayesian PyTorch
DrNAS: Dirichlet Neural Architecture Search ICLR 2021 CNN Gradient PyTorch
Zero-Cost Proxies for Lightweight NAS ICLR 2021 CNN Gradient PyTorch
Auto Seg-Loss: Searching Metric Surrogates for Semantic Segmentation ICLR 2021 Loss Gradient PyTorch
MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures TMI(?)2021 CNN Gradient PyTorch
Neural Architecture Search for Lightweight Non-Local Networks CVPR2020 Mobile Gradient PyTorch
MTL-NAS: Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task Learning CVPR2020 - Gradient PyTorch
Learning GCN for Skeleton-based Human Action Recognition by Neural Searching AAAI2020 GCN EA PyTorch
MiLeNAS: Efficient Neural Architecture Search via Mixed-Level Reformulation CVPR2020 CNN Gradient PyTorch
When NAS Meets Robustness: In Search of Robust Architectures against Adversarial Attacks CVPR2020 CNN Gradient PyTorch
FedNAS: Federated Deep Learning via Neural Architecture Search CVPRW2020 CNN Gradient PyTorch
Block-wisely Supervised Neural Architecture Search with Knowledge Distillation CVPR2020 CNN Gradient Github
Overcoming Multi-Model Forgetting in One-Shot NAS with Diversity Maximization CVPR - G PyTorch
Densely Connected Search Space for More Flexible Neural Architecture Search CVPR2020 DenseNet Gradient PyTorch
EfficientDet: Scalable and Efficient Object Detection CVPR2020 CNN RL Tensorflow
NAS-BENCH-201: Extending the Scope of Reproducible Neural Architecture Search ICLR2020 - - PyTorch
Understanding Architectures Learnt by Cell-based Neural Architecture Search ICLR2020 - Gradient PyTorch
AtomNAS: Fine-Grained End-to-End Neural Architecture Search ICLR2020 - - PyTorch
Fast Neural Network Adaptation via Parameter Remapping and Architecture Search ICLR2020 - - PyTorch
Once for All: Train One Network and Specialize it for Efficient Deployment ICLR2020 - Gradient GitHub
PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search ICLR - Gradient PyTorch
NAS evaluation is frustratingly hard ICLR2020 - - GitHub
FasterSeg: Searching for Faster Real-time Semantic Segmentation ICLR2020 - G Pytorch
Continual and Multi-Task Architecture Search ACL2019 - RL PyTorch
Searching for MobileNetV3 ICCV MobileNet EA PyTorch
One-Shot Neural Architecture Search via Self-Evaluated Template Network ICCV2019 - Gradient PyTorch
Evolving Space-Time Neural Architectures for Videos ICCV2019 - EA Tensorflow
AutoGAN: Neural Architecture Search for Generative Adversarial Networks ICCV2019 - RL github
Discovering Neural Wirings NeurIPS2019 GAN Gradient Github
Towards modular and programmable architecture search NeurIPS2019 - Other Github
Deep Active Learning with a Neural Architecture Search NeurIPS2019 - - Keras
Efficient Forward Architecture Search NeurIPS2019 - Gradient Github
DARTS: Differentiable Architecture Search ICLR2019 - Gradient github
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware ICLR2019 - RL/Gradient github
Searching for A Robust Neural Architecture in Four GPU Hours CVPR2019 - Gradient Github
MnasNet: Platform-Aware Neural Architecture Search for Mobile CVPR2019 - RL Github
NAS-Bench-101: Towards Reproducible Neural Architecture Search ICML2018 - Other Github
Efficient Neural Architecture Search via Parameter Sharing ICML2018 - RL github
Path-Level Network Transformation for Efficient Architecture Search ICML2018 - RL github
SMASH: One-Shot Model Architecture Search through HyperNetworks ICLR2018 - G github
Neural Architecture Search with Bayesian Optimisation and Optimal Transport NeurIPS2018 - Bayesian github
Designing Neural Network Architectures using Reinforcement Learning ICLR2017 - RL github

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Neural Architecture Search (NAS) papers with code

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