Information, Inference and Machine Learning Group at University College London

Zhaoyan Lyu

Fourth-year PhD Student

Contact

Where to Find Me

Malet Place Engineering Building
Torrington Place
London WC1E 7JE
United Kingdom

Research Interests

Lightweight deep learning, Bottleneck theory of deep learning, Information theory, Image processing

About

Zhaoyan Lyu received the B.Sc degree in internet of things engineering from the Southwest Jiaotong University, Chengdu, China, in 2017, and the Distinction M.Sc. degree from the University College London, UK, in 2018. He is currently pursuing the PhD degree in electronic and electrical engineering with University College London, UK.

Publications

@INPROCEEDINGS{9596368,
                             author={Lyu, Zhaoyan and Aminian, Gholamali and Rodrigues, Miguel R. D.},
                             booktitle={2021 IEEE 31st International Workshop on Machine Learning for Signal Processing (MLSP)}, 
                             title={Toward Minimal-Sufficiency in Regression Tasks: An Approach Based on a Variational Estimation Bottleneck}, 
                             year={2021},
                             volume={},
                             number={},
                             pages={1-6},
                             doi={10.1109/MLSP52302.2021.9596368}}

@ARTICLE{9609667,
                             author={Amjad, Jaweria and Lyu, Zhaoyan and Rodrigues, Miguel R. D.},
                             journal={IEEE Transactions on Signal Processing}, 
                             title={Deep Learning Model-Aware Regulatization With Applications to Inverse Problems}, 
                             year={2021},
                             volume={69},
                             number={},
                             pages={6371-6385},
                             doi={10.1109/TSP.2021.3125601}}

@INPROCEEDINGS{9616069,  
                            author={Amjad, Jaweria and Lyu, Zhaoyan and Rodrigues, Miguel R.D.},  
                            booktitle={2021 29th European Signal Processing Conference (EUSIPCO)},   
                            title={Regression with Deep Neural Networks: Generalization Error Guarantees, Learning Algorithms, and Regularizers},   
                            year={2021},  
                            volume={},  
                            number={},  
                            pages={1481-1485},  
                            doi={10.23919/EUSIPCO54536.2021.9616069}}

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Zhaoyan Lyu

Fourth-year PhD Student

Contact

Where to Find Me

Research Interests

About

Publications

Articles

Books

Conference and Workshop Papers

Pre-prints and Other Publications