Automated Machine Learning

All by Year	Self Driving	Robustness	Multi Modality	AutoML

Representative papers show with red border

Searching for TrioNet: Combining Convolution with Local and Global Self-Attention

Huaijin Pi, Huiyu Wang, Yingwei Li, Zizhang Li, Alan Yuille

BMVC, 2021

[Bibtex] [Paper] [Code]

@article{pi2021searching,
title={Searching for TrioNet: Combining Convolution with Local and Global Self-Attention},
author={Pi, Huaijin and Wang, Huiyu and Li, Yingwei and Li, Zizhang and Yuille, Alan},
journal={arXiv preprint arXiv:2111.07547},
year={2021}
}

CAKES: Channel-wise Automatic KErnel Shrinking for Efficient 3D Network

Qihang Yu, Yingwei Li, Jieru Mei, Yuyin Zhou, Alan Yuille

AAAI, 2021

[Bibtex] [Paper] [Code]

@article{yu2020cakes,
title={Cakes: Channel-wise automatic kernel shrinking for efficient 3d network},
author={Yu, Qihang and Li, Yingwei and Mei, Jieru and Zhou, Yuyin and Yuille, Alan L},
journal={arXiv preprint arXiv:2003.12798},
volume={2},
year={2020}
}

Neural Architecture Search for Lightweight Non-Local Networks

Yingwei Li, Xiaojie Jin, Jieru Mei, Xiaochen Lian, Linjie Yang, Cihang Xie, Qihang Yu, Yuyin Zhou, Song Bai, Alan Yuille

CVPR, 2020

[Bibtex] [Paper] [Code]

@inproceedings{li2020neural,
title={Neural architecture search for lightweight non-local networks},
author={Li, Yingwei and Jin, Xiaojie and Mei, Jieru and Lian, Xiaochen and Yang, Linjie and Xie, Cihang and Yu, Qihang and Zhou, Yuyin and Bai, Song and Yuille, Alan L},
booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
pages={10297--10306},
year={2020}
}

AtomNAS: Fine-Grained End-to-End Neural Architecture Search

Jieru Mei, Yingwei Li, Xiaochen Lian, Xiaojie Jin, Linjie Yang, Alan Yuille, Jianchao Yang

ICLR, 2020

[Bibtex] [Paper] [Code]

@article{mei2019atomnas,
title={Atomnas: Fine-grained end-to-end neural architecture search},
author={Mei, Jieru and Li, Yingwei and Lian, Xiaochen and Jin, Xiaojie and Yang, Linjie and Yuille, Alan and Yang, Jianchao},
journal={arXiv preprint arXiv:1912.09640},
year={2019}
}