High-dimensional asymptotics of feature learning: How one gradient step improves the representation J Ba, MA Erdogdu, T Suzuki, Z Wang, D Wu, G Yang Advances in Neural Information Processing Systems 35, 37932-37946, 2022 | 151 | 2022 |
Spectra of the conjugate kernel and neural tangent kernel for linear-width neural networks Z Fan, Z Wang Advances in neural information processing systems 33, 7710-7721, 2020 | 113 | 2020 |
Learning in the presence of low-dimensional structure: a spiked random matrix perspective J Ba, MA Erdogdu, T Suzuki, Z Wang, D Wu Thirty-seventh Conference on Neural Information Processing Systems, 2023 | 32 | 2023 |
Deformed semicircle law and concentration of nonlinear random matrices for ultra-wide neural networks Z Wang, Y Zhu The Annals of Applied Probability 34 (2), 1896-1947, 2024 | 21 | 2024 |
Spectral evolution and invariance in linear-width neural networks Z Wang, A Engel, A Sarwate, I Dumitriu, T Chiang Thirty-seventh Conference on Neural Information Processing Systems, 2023 | 18 | 2023 |
Overparameterized random feature regression with nearly orthogonal data Z Wang, Y Zhu International Conference on Artificial Intelligence and Statistics, 8463-8493, 2023 | 11 | 2023 |
Nonlinear spiked covariance matrices and signal propagation in deep neural networks Z Wang, D Wu, Z Fan arXiv preprint arXiv:2402.10127, 2024 | 10 | 2024 |
Principal components in linear mixed models with general bulk Z Fan, Y Sun, Z Wang The Annals of Statistics 49 (3), 1489-1513, 2021 | 9 | 2021 |
Faithful and Efficient Explanations for Neural Networks via Neural Tangent Kernel Surrogate Models A Engel, Z Wang, NS Frank, I Dumitriu, S Choudhury, A Sarwate, ... The Twelfth International Conference on Learning Representations (ICLR2024), 2024 | 6* | 2024 |
TorchNTK: A Library for Calculation of Neural Tangent Kernels of PyTorch Models A Engel, Z Wang, AD Sarwate, S Choudhury, T Chiang arXiv preprint arXiv:2205.12372, 2022 | 5 | 2022 |
Tree convolution for probability distributions with unbounded support E Davis, D Jekel, Z Wang ALEA: Latin American Journal of Probability and Mathematical Statistics 2021 …, 2021 | 1 | 2021 |
Convergence of the powers of free triangular arrays to higher variations of free Lévy processes Z Wang Texas A&M University, 2018 | 1 | 2018 |
Universality of kernel random matrices and kernel regression in the quadratic regime P Pandit, Z Wang, Y Zhu arXiv preprint arXiv:2408.01062, 2024 | | 2024 |
Optimal Exact Recovery in Semi-Supervised Learning: A Study of Spectral Methods and Graph Convolutional Networks HX Wang, Z Wang Forty-first International Conference on Machine Learning, 2024 | | 2024 |
Higher variations for free L\'evy processes M Anshelevich, Z Wang Studia Mathematica 252, 49-81, 2020 | | 2020 |