Hung-Hsu Chou

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Holger RauhutProfessor for Mathematics, LMU MunichVerified email at math.lmu.de
Johannes MalyLudwig-Maximilians-Universität MünchenVerified email at math.lmu.de
Rachel WardVerified email at math.utexas.edu
Russel CaflischProfessor of Mathematics and Director, Courant Institute, NYUVerified email at courant.nyu.edu
Jonathan W. SiegelAssistant Professor, Texas A&M UniversityVerified email at tamu.edu
Michael D. JohnsonAstrophysicist, Harvard-Smithsonian Center for AstrophysicsVerified email at cfa.harvard.edu
Claudio Mayrink VerdunHarvard UniversityVerified email at seas.harvard.edu
Gitta KutyniokBavarian AI Chair for Mathematical Foundations of Artificial Intelligence, LMU MunichVerified email at math.lmu.de
Raja GiryesAssociate Professor, Tel Aviv UniversityVerified email at tauex.tau.ac.il
Mariia SeleznovaLMU MunichVerified email at math.lmu.de
Dana WeitznerTel Aviv UniversityVerified email at mail.tau.ac.il
Dominik StögerKU Eichstätt-IngolstadtVerified email at ku.de

Hung-Hsu Chou

Munich Center for Machine Learning (MCML), Technical University of Munich (TUM)

Verified email at ucla.edu - Homepage

Machine Learning Compressed Sensing Implicit Regularization


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Gradient descent for deep matrix factorization: Dynamics and implicit bias towards low rank HH Chou, C Gieshoff, J Maly, H Rauhut Applied and Computational Harmonic Analysis, 2023	29	2023
More is less: inducing sparsity via overparameterization HH Chou, J Maly, H Rauhut Information and Inference: A Journal of the IMA 12 (3), iaad012, 2023	18	2023
Weighted optimization: better generalization by smoother interpolation Y Xie, R Ward, H Rauhut, HH Chou arXiv preprint arXiv:2006.08495, 2020	11	2020
Optimal correlation estimators for quantized signals MD Johnson, HH Chou, CR Gwinn The Astrophysical Journal 765 (2), 135, 2013	8	2013
Non-negative least squares via overparametrization HH Chou, J Maly, CM Verdun arXiv preprint arXiv:2207.08437, 2022	4	2022
Neural (tangent kernel) collapse M Seleznova, D Weitzner, R Giryes, G Kutyniok, HH Chou Advances in Neural Information Processing Systems 36, 2024	3	2024
Overparameterization and generalization error: weighted trigonometric interpolation Y Xie, HH Chou, H Rauhut, R Ward SIAM Journal on Mathematics of Data Science 4 (2), 885-908, 2022	3	2022
Robust implicit regularization via weight normalization HH Chou, H Rauhut, R Ward arXiv preprint arXiv:2305.05448, 2023	2	2023
Accuracy, efficiency and optimization of signal fragmentation R Caflisch, HH Chou, JW Siegel Multiscale Modeling & Simulation 18 (2), 737-757, 2020	2	2020
Efficient Frame Projection of Amplitude-Modulated Signals R Caflisch, HH Chou, J Siegel alM 50, 0, 2018	2	2018
How to induce regularization in generalized linear models: A guide to reparametrizing gradient flow HH Chou, J Maly, D Stöger arXiv preprint arXiv:2308.04921, 2023	1	2023
Optimization of Signal Segmentation, Signal Recovery, and Limited Current HH Chou University of California, Los Angeles, 2019		2019

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