| 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 68, 101595, 2024 | 67 | 2024 |
| More is less: inducing sparsity via overparameterization HH Chou, J Maly, H Rauhut Information and Inference: A Journal of the IMA 12 (3), 1437-1460, 2023 | 41 | 2023 |
| Quantized compressed sensing by rectified linear units HC Jung, J Maly, L Palzer, A Stollenwerk IEEE transactions on information theory 67 (6), 4125-4149, 2021 | 33 | 2021 |
| Covariance estimation under one-bit quantization S Dirksen, J Maly, H Rauhut The Annals of Statistics 50 (6), 3538-3562, 2022 | 31 | 2022 |
| Plug-in channel estimation with dithered quantized signals in spatially non-stationary massive MIMO systems T Yang, J Maly, S Dirksen, G Caire IEEE Transactions on Communications 72 (1), 387-402, 2023 | 27 | 2023 |
| A simple approach for quantizing neural networks J Maly, R Saab Applied and Computational Harmonic Analysis 66, 138-150, 2023 | 17 | 2023 |
| On recovery guarantees for one-bit compressed sensing on manifolds MA Iwen, F Krahmer, S Krause-Solberg, J Maly Discrete & computational geometry 65 (4), 953-998, 2021 | 17 | 2021 |
| Quantitative approximation results for complex-valued neural networks A Caragea, DG Lee, J Maly, G Pfander, F Voigtlaender SIAM Journal on Mathematics of Data Science 4 (2), 553-580, 2022 | 16 | 2022 |
| Tuning-free one-bit covariance estimation using data-driven dithering S Dirksen, J Maly IEEE Transactions on Information Theory 70 (7), 5228-5247, 2024 | 12 | 2024 |
| Get rid of your constraints and reparametrize: A study in NNLS and implicit bias HH Chou, J Maly, CM Verdun, BFP da Costa, H Mirandola The 28th International Conference on Artificial Intelligence and Statistics, 2025 | 11* | 2025 |
| Robust recovery of low-rank matrices with non-orthogonal sparse decomposition from incomplete measurements M Fornasier, J Maly, V Naumova Applied mathematics and computation 392, 125702, 2021 | 11* | 2021 |
| Analysis of hard-thresholding for distributed compressed sensing with one-bit measurements J Maly, L Palzer Information and Inference: A Journal of the IMA 9 (2), 455-471, 2020 | 11 | 2020 |
| Covariance Estimation under One‐bit Quantization S Dirksen, J Maly, H Rauhut PAMM 21 (1), e202100063, 2021 | 10 | 2021 |
| How to induce regularization in linear models: A guide to reparametrizing gradient flow HH Chou, J Maly, D Stöger arXiv preprint arXiv:2308.04921, 2023 | 8 | 2023 |
| Structural sparsity in multiple measurements F Boßmann, S Krause-Solberg, J Maly, N Sissouno IEEE Transactions on Signal Processing 70, 280-291, 2021 | 8 | 2021 |
| Polyhedral sampling structures for phaseless spherical near-field antenna measurements A Guth, C Culotta-López, J Maly, H Rauhut, D Heberling 2020 Antenna Measurement Techniques Association Symposium (AMTA), 1-6, 2020 | 8 | 2020 |
| Robust sensing of low-rank matrices with non-orthogonal sparse decomposition J Maly Applied and Computational Harmonic Analysis 67, 101569, 2023 | 6 | 2023 |
| New challenges in covariance estimation: multiple structures and coarse quantization J Maly, T Yang, S Dirksen, H Rauhut, G Caire Compressed Sensing in Information Processing, 77-104, 2022 | 4 | 2022 |
| Subspace and DOA estimation under coarse quantization S Dirksen, W Li, J Maly arXiv preprint arXiv:2502.17037, 2025 | 3 | 2025 |
| Computational approaches to non-convex, sparsity-inducing multi-penalty regularization Ž Kereta, J Maly, V Naumova Inverse Problems 37 (5), 055008, 2021 | 3* | 2021 |
