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Boris Hanin
Boris Hanin
Assistant Professor, Princeton ORFE
Verified email at princeton.edu - Homepage
Title
Cited by
Cited by
Year
Universal function approximation by deep neural nets with bounded width and relu activations
B Hanin
Mathematics 7 (10), 992, 2019
4102019
Which neural net architectures give rise to exploding and vanishing gradients?
B Hanin
Advances in neural information processing systems 31, 2018
3012018
The principles of deep learning theory
DA Roberts, S Yaida, B Hanin
Cambridge University Press, 2022
2862022
How to start training: The effect of initialization and architecture
B Hanin, D Rolnick
Advances in neural information processing systems 31, 2018
2712018
Nonlinear Approximation and (Deep) Networks
I Daubechies, R DeVore, S Foucart, B Hanin, G Petrova
Constructive Approximation 55 (1), 127-172, 2022
2682022
Approximating continuous functions by relu nets of minimal width
B Hanin, M Sellke
arXiv preprint arXiv:1710.11278, 2017
2372017
Deep relu networks have surprisingly few activation patterns
B Hanin, D Rolnick
Advances in neural information processing systems 32, 2019
2272019
Complexity of linear regions in deep networks
B Hanin, D Rolnick
International Conference on Machine Learning, 2596-2604, 2019
2252019
Neural network approximation
R DeVore, B Hanin, G Petrova
Acta Numerica 30, 327-444, 2021
1932021
Finite depth and width corrections to the neural tangent kernel
B Hanin, M Nica
arXiv preprint arXiv:1909.05989, 2019
1562019
Products of many large random matrices and gradients in deep neural networks
B Hanin, M Nica
Communications in Mathematical Physics 376 (1), 287-322, 2020
772020
Scaling limit for the kernel of the spectral projector and remainder estimates in the pointwise Weyl law
Y Canzani, B Hanin
Analysis & PDE 8 (7), 1707-1731, 2015
452015
Random neural networks in the infinite width limit as Gaussian processes
B Hanin
The Annals of Applied Probability 33 (6A), 4798-4819, 2023
342023
Local universality for zeros and critical points of monochromatic random waves
Y Canzani, B Hanin
Communications in Mathematical Physics 378 (3), 1677-1712, 2020
312020
Correlations and pairing between zeros and critical points of Gaussian random polynomials
B Hanin
International Mathematics Research Notices 2015 (2), 381-421, 2015
312015
Pairing of zeros and critical points for random polynomials
B Hanin
282017
Nodal sets of random eigenfunctions for the isotropic harmonic oscillator
B Hanin, S Zelditch, P Zhou
International Mathematics Research Notices 2015 (13), 4813-4839, 2015
252015
Correlation functions in random fully connected neural networks at finite width
B Hanin
arXiv preprint arXiv:2204.01058, 2022
242022
Scaling Asymptotics for the Spectral Projector of the Laplacian
Y Canzani, B Hanin
The Journal of Geometric Analysis 28, 111-122, 2018
222018
How data augmentation affects optimization for linear regression
B Hanin, Y Sun
Advances in Neural Information Processing Systems 34, 8095-8105, 2021
192021
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