On the generalization error of mean field shallow neural network
G. Lecué, Zong Shang, T. Suzuki, and T. Wakayama. (2026). "On the generalization error of mean field shallow neural network." In preparation.
CV
Education
- Ph.D in Version Control Theory, GitHub University, 2018 (expected)
- M.S. in Jekyll, GitHub University, 2014
- B.S. in GitHub, GitHub University, 2012
Work experience
- Spring 2024: Academic Pages Collaborator
- GitHub University
- Duties includes: Updates and improvements to template
- Supervisor: The Users
- Fall 2015: Research Assistant
- GitHub University
- Duties included: Merging pull requests
- Supervisor: Professor Hub
- Summer 2015: Research Assistant
- GitHub University
- Duties included: Tagging issues
- Supervisor: Professor Git
Skills
- Skill 1
- Skill 2
- Sub-skill 2.1
- Sub-skill 2.2
- Sub-skill 2.3
- Skill 3
Publications
Benign overfitting property of the minimum norm interpolant estimator in regression and classification via Feature Space Decomposition
R. Adamczak, G. Lecué, Zong Shang, and M. Strzelecka. (2026). "Benign overfitting property of the minimum norm interpolant estimator in regression and classification via Feature Space Decomposition." In preparation.
Sharp convergence rates for Spectral methods via the feature space decomposition method
G. Lecué, Z. Li, and Zong Shang. (2025). "Sharp convergence rates for Spectral methods via the feature space decomposition method." arXiv preprint arXiv:2512.14473.
A geometrical analysis of kernel ridge regression and its applications
G. Gavrilopoulos, G. Lecué, and Zong Shang. (2025). "A geometrical analysis of kernel ridge regression and its applications." The Annals of Statistics.
Upper bounds for the $L^q$ empirical process via generic chaining
Zong Shang. (2025). "Upper bounds for the $L^q$ empirical process via generic chaining." arXiv preprint arXiv:2511.06338.
A geometrical viewpoint on the benign overfitting and self-induced regularization properties of the minimum $ll_2$-norm interpolant estimator
G. Lecué, and Zong Shang. (2024). "A geometrical viewpoint on the benign overfitting property of the minimum $\ell _2$-norm interpolant estimator and its universality." Probability Theory and Related Fields.
Talks
Conference Proceeding talk 3 on Relevant Topic in Your Field
Conference proceedings talk at Testing Institute of America 2014 Annual Conference, Los Angeles, CA, USA
Talk 2 on Relevant Topic in Your Field
Talk at London School of Testing, London, UK
Tutorial 1 on Relevant Topic in Your Field
Tutorial at UC-Berkeley Institute for Testing Science, Berkeley, CA, USA
Talk 1 on Relevant Topic in Your Field
Talk at UC San Francisco, Department of Testing, San Francisco, CA, USA
Teaching
Service and leadership
- Currently signed in to 43 different slack teams