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Dive into the research topics where Boris Hanin is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Projects
- 3 Active
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Career: Random Neural Nets and Random Matrix Products
NSF - National Science Foundation
6/1/22 → 5/31/27
Project: Research project
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Collaborative Research: Probabilistic, Geometric, and Topological Analysis of Neural Networks, From Theory to Applications
NSF - National Science Foundation
1/1/22 → 12/31/24
Project: Research project
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Interface asymptotics of Wigner—Weyl distributions for the Harmonic Oscillator
Hanin, B. & Zelditch, S., Oct 2022, In: Journal d'Analyse Mathematique. 147, 1, p. 69-98 30 p.Research output: Contribution to journal › Article › peer-review
1 Scopus citations -
Nonlinear Approximation and (Deep) ReLU Networks
Daubechies, I., DeVore, R., Foucart, S., Hanin, B. & Petrova, G., Feb 2022, In: Constructive Approximation. 55, 1, p. 127-172 46 p.Research output: Contribution to journal › Article › peer-review
16 Scopus citations -
Scaling asymptotics of spectral Wigner functions* * SZ was partially supported by NSF Grant DMS-1810747. BH was funded by NSF CAREER Grant DMS-2143754 as well as NSF Grants DMS-1855684, DMS-2133806 and an ONR MURI on Foundations of Deep Learning.
Hanin, B. & Zelditch, S., Oct 14 2022, In: Journal of Physics A: Mathematical and Theoretical. 55, 41, 414003.Research output: Contribution to journal › Article › peer-review
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How Data Augmentation affects Optimization for Linear Regression
Hanin, B. & Sun, Y., 2021, Advances in Neural Information Processing Systems 34 - 35th Conference on Neural Information Processing Systems, NeurIPS 2021. Ranzato, MA., Beygelzimer, A., Dauphin, Y., Liang, P. S. & Wortman Vaughan, J. (eds.). Neural information processing systems foundation, p. 8095-8105 11 p. (Advances in Neural Information Processing Systems; vol. 10).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
1 Scopus citations -
Level Spacings and Nodal Sets at Infinity for Radial Perturbations of the Harmonic Oscillator
Beck, T. & Hanin, B., Apr 1 2021, In: International Mathematics Research Notices. 2021, 7, p. 5007-5036 30 p.Research output: Contribution to journal › Article › peer-review