Universality laws for high-dimensional learning with random features H Hu, YM Lu IEEE Transactions on Information Theory 69 (3), 1932-1964, 2022 | 138 | 2022 |
Precise learning curves and higher-order scalings for dot-product kernel regression L Xiao, H Hu, T Misiakiewicz, Y Lu, J Pennington Advances in Neural Information Processing Systems 35, 4558-4570, 2022 | 34 | 2022 |
Asymptotics and optimal designs of SLOPE for sparse linear regression H Hu, YM Lu 2019 IEEE International Symposium on Information Theory (ISIT), 375-379, 2019 | 29 | 2019 |
Sharp asymptotics of kernel ridge regression beyond the linear regime H Hu, YM Lu arXiv preprint arXiv:2205.06798, 2022 | 18 | 2022 |
A solvable high-dimensional model of GAN C Wang, H Hu, Y Lu Advances in Neural Information Processing Systems 32, 2019 | 14 | 2019 |
An area state-aided indoor localization algorithm and its implementation K Zhang, H Hu, W Dai, Y Shen, MZ Win 2015 IEEE International Conference on Communication Workshop (ICCW), 736-741, 2015 | 10* | 2015 |
Asymptotics of random feature regression beyond the linear scaling regime H Hu, YM Lu, T Misiakiewicz arXiv preprint arXiv:2403.08160, 2024 | 3 | 2024 |
Homophily modulates double descent generalization in graph convolution networks C Shi, L Pan, H Hu, I Dokmanić Proceedings of the National Academy of Sciences 121 (8), e2309504121, 2024 | 2* | 2024 |
SLOPE for sparse linear regression: asymptotics and optimal regularization H Hu, YM Lu IEEE Transactions on Information Theory 68 (11), 7627-7664, 2022 | 2 | 2022 |
The limiting poisson law of massive MIMO detection with box relaxation H Hu, YM Lu IEEE Journal on Selected Areas in Information Theory 1 (3), 695-704, 2020 | 2 | 2020 |
Precise Learning Curves and Higher-Order Scaling Limits for Dot Product Kernel Regression L Xiao, H Hu, T Misiakiewicz, YM Lu, J Pennington Journal of Statistical Mechanics: Theory and Experiment 2023 (11), 114005, 2023 | 1 | 2023 |
Regularized Regression in High Dimensions: Asymptotics, Optimality and Universality H Hu Harvard University, 2021 | 1 | 2021 |
Online Power Iteration For Subspace Estimation Under Incomplete Observations: Limiting Dynamics And Phase Transitions H Hu, YM Lu 2018 IEEE Statistical Signal Processing Workshop (SSP), 851-855, 2018 | | 2018 |
Resource Allocation for Mobile Sensing in Wireless Networks H Hu, Y Shen 2016 IEEE Global Communications Conference (GLOBECOM), 1-6, 2016 | | 2016 |