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A curated list of neural architecture search (NAS) resources.
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LICENSE updates Nov 9, 2019 add FNA in ICLR 2020 Dec 27, 2019

Awesome NAS Awesome

A curated list of neural architecture search and related resources. Inspired by awesome-deep-vision, awesome-adversarial-machine-learning, awesome-deep-learning-papers, and awesome-architecture-search.

Please feel free to pull requests or open an issue to add papers.

Table of Contents

Awesome Blogs

Neural Architecture Search (NAS)

Type G RL EA PD Other
Explanation gradient-based reinforcement learning evaluationary algorithm performance prediction other types


Title Venue Type Code
NAS-BENCH-102: Extending the Scope of Reproducible Neural Architecture Search ICLR - Github
Understanding Architectures Learnt by Cell-based Neural Architecture Search ICLR G GitHub
Evaluating The Search Phase of Neural Architecture Search ICLR -
Fast Neural Network Adaptation via Parameter Remapping and Architecture Search ICLR - GitHub
Once for All: Train One Network and Specialize it for Efficient Deployment ICLR G
Efficient Transformer for Mobile Applications ICLR - -
PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search ICLR G GitHub
Adversarial AutoAugment ICLR - -
NAS evaluation is frustratingly hard ICLR - -
FasterSeg: Searching for Faster Real-time Semantic Segmentation ICLR G GitHub
Computation Reallocation for Object Detection ICLR - -
Evaluating The Search Phase of Neural Architecture Search ICLR - -
Towards Fast Adaptation of Neural Architectures with Meta Learning ICLR - -
AssembleNet: Searching for Multi-Stream Neural Connectivity in Video Architectures ICLR EA -
How to Own the NAS in Your Spare Time ICLR - -
Understanding Architectures Learnt by Cell-based Neural Architecture Search ICLR - -


Title Venue Type Code
DATA: Differentiable ArchiTecture Approximation NeurIPS - -
Random Search and Reproducibility for Neural Architecture Search UAI G GitHub
Improved Differentiable Architecture Search for Language Modeling and Named Entity Recognition EMNLP G -
Continual and Multi-Task Architecture Search ACL RL -
Progressive Differentiable Architecture Search: Bridging the Depth Gap Between Search and Evaluation ICCV - -
Multinomial Distribution Learning for Effective Neural Architecture Search ICCV - -
Searching for MobileNetV3 ICCV EA -
Multinomial Distribution Learning for Effective Neural Architecture Search ICCV - GitHub
Fast and Practical Neural Architecture Search ICCV
Teacher Guided Architecture Search ICCV -
AutoDispNet: Improving Disparity Estimation With AutoML ICCV G -
Resource Constrained Neural Network Architecture Search: Will a Submodularity Assumption Help? ICCV EA -
One-Shot Neural Architecture Search via Self-Evaluated Template Network ICCV G Github
Evolving Space-Time Neural Architectures for Videos ICCV EA GitHub
AutoGAN: Neural Architecture Search for Generative Adversarial Networks ICCV RL github
Discovering Neural Wirings NeurIPS G Github
Towards modular and programmable architecture search NeurIPS Other Github
Network Pruning via Transformable Architecture Search NeurIPS G Github
Deep Active Learning with a NeuralArchitecture Search NeurIPS - -
DetNAS: Backbone Search for ObjectDetection NeurIPS - -
SpArSe: Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers NeurIPS - -
Efficient Forward Architecture Search NeurIPS G Github
Efficient Neural ArchitectureTransformation Search in Channel-Level for Object Detection NeurIPS G -
XNAS: Neural Architecture Search with Expert Advice NeurIPS G -
Neural architecture search: A survey JMLR Survey -
DARTS: Differentiable Architecture Search ICLR G github
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware ICLR RL/G github
Graph HyperNetworks for Neural Architecture Search ICLR G -
Learnable Embedding Space for Efficient Neural Architecture Compression ICLR Other github
Efficient Multi-Objective Neural Architecture Search via Lamarckian Evolution ICLR EA -
SNAS: stochastic neural architecture search ICLR G -
Searching for A Robust Neural Architecture in Four GPU Hours CVPR G Github
ChamNet: Towards Efficient Network Design through Platform-Aware Model Adaptation CVPR - -
Partial Order Pruning: for Best Speed/Accuracy Trade-off in Neural Architecture Search CVPR EA github
FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search CVPR G -
RENAS: Reinforced Evolutionary Neural Architecture Search CVPR G -
Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation CVPR G GitHub
MnasNet: Platform-Aware Neural Architecture Search for Mobile CVPR RL Github
MFAS: Multimodal Fusion Architecture Search CVPR EA -
A Neurobiological Evaluation Metric for Neural Network Model Search CVPR Other -
Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary Cells CVPR RL -
Customizable Architecture Search for Semantic Segmentation CVPR - -
Regularized Evolution for Image Classifier Architecture Search AAAI EA -
AutoAugment: Learning Augmentation Policies from Data CVPR RL -
Population Based Augmentation: Efficient Learning of Augmentation Policy Schedules ICML EA -
The Evolved Transformer ICML EA Github
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks ICML RL -
NAS-Bench-101: Towards Reproducible Neural Architecture Search ICML Other Github


Title Venue Type Code
Towards Automatically-Tuned Deep Neural Networks BOOK - GitHub
Efficient Architecture Search by Network Transformation AAAI RL github
Learning Transferable Architectures for Scalable Image Recognition CVPR RL github
N2N learning: Network to Network Compression via Policy Gradient Reinforcement Learning ICLR RL -
A Flexible Approach to Automated RNN Architecture Generation ICLR RL/PD -
Practical Block-wise Neural Network Architecture Generation CVPR RL -
Path-Level Network Transformation for Efficient Architecture Search ICML RL github
Hierarchical Representations for Efficient Architecture Search ICLR EA -
Understanding and Simplifying One-Shot Architecture Search ICML G -
SMASH: One-Shot Model Architecture Search through HyperNetworks ICLR G github
Neural Architecture Optimization NeurIPS G github
Searching for efficient multi-scale architectures for dense image prediction NeurIPS Other -
Progressive Neural Architecture Search ECCV PD github
Neural Architecture Search with Bayesian Optimisation and Optimal Transport NeurIPS Other github
Differentiable Neural Network Architecture Search ICLR-W G -
Accelerating Neural Architecture Search using Performance Prediction ICLR-W PD -


Title Venue Type Code
Neural Architecture Search with Reinforcement Learning ICLR RL -
Designing Neural Network Architectures using Reinforcement Learning ICLR RL -
Neural Optimizer Search with Reinforcement Learning ICML RL -
Learning Curve Prediction with Bayesian Neural Networks ICLR PD -
Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization ICLR PD -
Hyperparameter Optimization: A Spectral Approach NeurIPS-W Other github
Learning to Compose Domain-Specific Transformations for Data Augmentation NeurIPS - -


Title Venue Type Code
Speeding up Automatic Hyperparameter Optimization of Deep Neural Networksby Extrapolation of Learning Curves IJCAI PD github


Title Date Type Code
Population Based Training of Neural Networks 2017.11 EA -
NSGA-NET: A Multi-Objective Genetic Algorithm for Neural Architecture Search 2018.10 EA -
Training Frankenstein’s Creature to Stack: HyperTree Architecture Search 2018.10 G -
Fast, Accurate and Lightweight Super-Resolution with Neural Architecture Search 2019.01 G github
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