AutoML-NAS-papers

A list of papers on Auto Deep learning with Neural network architecture search

Computer Vision Task

Image classification and object detection

Learning Transferable Architectures for Scalable Image Recognition, CVPR'18 https://arxiv.org/abs/1707.07012

Image segmentation

Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation, arxiv'19 https://arxiv.org/abs/1901.02985

Image super-resolution

Multi-Objective Reinforced Evolution in Mobile Neural Architecture Search, arxiv'19 https://arxiv.org/abs/1901.01074

Deep learning for backbone design

NAS

Neural Architecture Search with Reinforcement Learning, ICLR'17 https://arxiv.org/abs/1611.01578

Hierarchical Representations for Efficient Architecture Search, ICLR'18 https://arxiv.org/abs/1711.00436

PNASNet

Progressive Neural Architecture Search, ECCV'18 https://arxiv.org/abs/1712.00559

ENAS

Efficient Neural Architecture Search via Parameter Sharing, ICML'18 https://arxiv.org/abs/1802.03268

MNAS

MnasNet: Platform-Aware Neural Architecture Search for Mobile https://arxiv.org/abs/1807.11626