Optimization and learning with information streams: Time-varying algorithms and applications E Dall'Anese, A Simonetto, S Becker, L Madden IEEE Signal Processing Magazine 37 (3), 71-83, 2020 | 77 | 2020 |
Best approximate quantum compiling problems L Madden, A Simonetto ACM Transactions on Quantum Computing 3 (2), 1-29, 2022 | 43 | 2022 |
Bounds for the tracking error of first-order online optimization methods L Madden, S Becker, E Dall’Anese Journal of Optimization Theory and Applications, 1-21, 2021 | 14 | 2021 |
High probability convergence and uniform stability bounds for nonconvex stochastic gradient descent L Madden, E Dall’Anese, S Becker arXiv preprint arXiv:2006.05610, 2020 | 14 | 2020 |
A stochastic operator framework for inexact static and online optimization N Bastianello, L Madden, R Carli, E Dall'Anese arXiv e-prints, arXiv: 2105.09884, 2021 | 9 | 2021 |
High-probability convergence bounds for non-convex stochastic gradient descent L Madden, E Dall'Anese, S Becker arXiv preprint arXiv:2006.05610, 2020 | 9 | 2020 |
Online sparse subspace clustering L Madden, S Becker, E Dall’Anese 2019 IEEE Data Science Workshop (DSW), 248-252, 2019 | 9 | 2019 |
Convergence of the Inexact Online Gradient and Proximal-Gradient Under the Polyak-Łojasiewicz Condition. S Kim, L Madden, E Dall’Anese arXiv preprint arXiv:2108.03285, 2021 | 5 | 2021 |
Sketching the Best Approximate Quantum Compiling Problem L Madden, A Akhriev, A Simonetto 2022 IEEE International Conference on Quantum Computing and Engineering (QCE …, 2022 | 4 | 2022 |
Online Stochastic Gradient Methods Under Sub-Weibull Noise and the Polyak-Łojasiewicz Condition S Kim, L Madden, E Dall’Anese 2022 IEEE 61st Conference on Decision and Control (CDC), 3499-3506, 2022 | 3 | 2022 |
First-Order Methods for Online and Stochastic Optimization, and Approximate Compiling LM Madden University of Colorado at Boulder, 2022 | 1 | 2022 |
A Stochastic Operator Framework for Static and Online Optimization with Sub-Weibull Errors N Bastianello, L Madden, R Carli, E Dall'Anese arXiv preprint arXiv:2105.09884, 2021 | 1* | 2021 |
Memory capacity of two layer neural networks with smooth activations L Madden, C Thrampoulidis arXiv preprint arXiv:2308.02001, 2023 | | 2023 |