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