Zhenyu Zhu

 

Research Interests

  • Machine Learning
  • Deep Learning Theory

Biography

I received my Bachelor degree at University of Science and Technology of China (USTC) in 2019. I then got my Master at EPFL in Computer Science in 2022. My master project was supervised by Prof. Volkan Cevher. In september 2022 I started my PhD at LIONS.

Publications with LIONS

 

Sample Complexity Bounds for Score-Matching: Causal Discovery and Generative Modeling

Z. Zhu; F. Locatello; V. Cevher 

2023. 37th Annual Conference on Neural Information Processing Systems, New Orleans, USA, December 10-16. 2023.

Detailed record

Initialization Matters: Privacy-Utility Analysis of Overparameterized Neural Networks

J. Ye†; Z. Zhu; F. Liu; R. Shokri; V. Cevher 

2023. 37th Annual Conference on Neural Information Processing Systems, New Orleans, USA, December 10-16. 2023.

Detailed record

Benign Overfitting in Deep Neural Networks under Lazy Training

Z. Zhu; F. Liu; G. Chrysos; F. Locatello; V. Cevher 

2023. 40th International Conference on Machine Learning (ICML), Honolulu, Hawaii, USA, July, 23-29, 2023.

Detailed record

Controlling the Complexity and Lipschitz Constant improves Polynomial Nets

Z. Zhu; F. Latorre; G. Chrysos; V. Cevher 

2022. 10th International Conference on Learning Representations (ICLR), Virtual, April 25-29, 2022.

Detailed record

Robustness in deep learning: The good (width), the bad (depth), and the ugly (initialization)

Z. Zhu; F. Liu; G. Chrysos; V. Cevher 

2022. 36th Conference on Neural Information Processing Systems – NeurIPS 2022, New Orleans, USA, November 28 – December 3, 2022.

Detailed record

Generalization Properties of NAS under Activation and Skip Connection Search

Z. Zhu; F. Liu; G. Chrysos; V. Cevher 

2022. 36th Conference on Neural Information Processing Systems – NeurIPS 2022, New Orleans, USA, November 28 – December 3, 2022.

Detailed record

Extrapolation and Spectral Bias of Neural Nets with Hadamard Product: a Polynomial Net Study

Y. Wu; Z. Zhu; F. Liu; G. Chrysos; V. Cevher 

2022. 36th Conference on Neural Information Processing Systems (NeurIPS), New Orleans, USA, November 28 – December 3, 2022.

Detailed record

Contact

Zhenyu Zhu

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