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Wei Hu
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Fine-grained analysis of optimization and generalization for overparameterized two-layer neural networks
S Arora, S Du, W Hu, Z Li, R Wang
International Conference on Machine Learning, 322-332, 2019
6412019
On exact computation with an infinitely wide neural net
S Arora, SS Du, W Hu, Z Li, RR Salakhutdinov, R Wang
Advances in Neural Information Processing Systems 32, 2019
5702019
Implicit regularization in deep matrix factorization
S Arora, N Cohen, W Hu, Y Luo
Advances in Neural Information Processing Systems 32, 2019
2602019
A convergence analysis of gradient descent for deep linear neural networks
S Arora, N Cohen, N Golowich, W Hu
arXiv preprint arXiv:1810.02281, 2018
1792018
Algorithmic regularization in learning deep homogeneous models: Layers are automatically balanced
SS Du, W Hu, JD Lee
Advances in Neural Information Processing Systems 31, 2018
1202018
Few-shot learning via learning the representation, provably
SS Du, W Hu, SM Kakade, JD Lee, Q Lei
arXiv preprint arXiv:2002.09434, 2020
1182020
Combinatorial multi-armed bandit with general reward functions
W Chen, W Hu, F Li, J Li, Y Liu, P Lu
Advances in Neural Information Processing Systems 29, 2016
1002016
Linear convergence of the primal-dual gradient method for convex-concave saddle point problems without strong convexity
SS Du, W Hu
The 22nd International Conference on Artificial Intelligence and Statistics …, 2019
942019
An analysis of the t-sne algorithm for data visualization
S Arora, W Hu, PK Kothari
Conference On Learning Theory, 1455-1462, 2018
802018
Enhanced convolutional neural tangent kernels
Z Li, R Wang, D Yu, SS Du, W Hu, R Salakhutdinov, S Arora
arXiv preprint arXiv:1911.00809, 2019
762019
Provable benefit of orthogonal initialization in optimizing deep linear networks
W Hu, L Xiao, J Pennington
arXiv preprint arXiv:2001.05992, 2020
712020
Width provably matters in optimization for deep linear neural networks
S Du, W Hu
International Conference on Machine Learning, 1655-1664, 2019
622019
Linear convergence of a frank-wolfe type algorithm over trace-norm balls
Z Allen-Zhu, E Hazan, W Hu, Y Li
Advances in Neural Information Processing Systems 30, 2017
502017
Explaining landscape connectivity of low-cost solutions for multilayer nets
R Kuditipudi, X Wang, H Lee, Y Zhang, Z Li, W Hu, R Ge, S Arora
Advances in neural information processing systems 32, 2019
492019
Simple and effective regularization methods for training on noisily labeled data with generalization guarantee
W Hu, Z Li, D Yu
arXiv preprint arXiv:1905.11368, 2019
38*2019
New characterizations in turnstile streams with applications
Y Ai, W Hu, Y Li, DP Woodruff
31st Conference on Computational Complexity (CCC 2016), 2016
372016
Impact of representation learning in linear bandits
J Yang, W Hu, JD Lee, SS Du
arXiv preprint arXiv:2010.06531, 2020
32*2020
The surprising simplicity of the early-time learning dynamics of neural networks
W Hu, L Xiao, B Adlam, J Pennington
Advances in Neural Information Processing Systems 33, 17116-17128, 2020
302020
WarpMap: Accurate and efficient indoor location by dynamic warping in sequence-type radio-map
X Ye, Y Wang, W Hu, L Song, Z Gu, D Li
2016 13th Annual IEEE International Conference on Sensing, Communication …, 2016
212016
Online improper learning with an approximation oracle
E Hazan, W Hu, Y Li, Z Li
Advances in Neural Information Processing Systems 31, 2018
152018
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