Papers citing 'Rank Overspecified Robust Matrix Recovery: Subgradient Method and Exact Recovery'

Title
RGNMR: A Gauss-Newton method for robust matrix completion with theoretical guarantees Eilon Vaknin Laufer Boaz Nadler 283 0 0 19 May 2025
Guarantees of a Preconditioned Subgradient Algorithm for Overparameterized Asymmetric Low-rank Matrix Recovery Paris Giampouras HanQin Cai René Vidal 328 4 0 22 Oct 2024
Robust Low-rank Tensor Train RecoveryIEEE Transactions on Signal Processing (IEEE TSP), 2024 Zhen Qin Zhihui Zhu 228 3 0 19 Oct 2024
Optimal Eye Surgeon: Finding Image Priors through Sparse Generators at InitializationInternational Conference on Machine Learning (ICML), 2024 Avrajit Ghosh Xitong Zhang Kenneth K. Sun Qing Qu S. Ravishankar Rongrong Wang MedIm 239 6 0 07 Jun 2024
Compressible Dynamics in Deep Overparameterized Low-Rank Learning & Adaptation Can Yaras Peng Wang Laura Balzano Qing Qu AI4CE 210 23 0 06 Jun 2024
Low solution rank of the matrix LASSO under RIP with consequences for rank-constrained algorithms Andrew D. McRae 191 2 0 19 Apr 2024
Fast and Accurate Estimation of Low-Rank Matrices from Noisy Measurements via Preconditioned Non-Convex Gradient DescentInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Jialun Zhang Hong-Ming Chiu Richard Y. Zhang 324 6 0 26 May 2023
MCDIP-ADMM: Overcoming Overfitting in DIP-based CT reconstruction Chen Cheng Qingping Zhou MedIm 191 3 0 08 Apr 2023
Can Learning Be Explained By Local Optimality In Robust Low-rank Matrix Recovery?Mathematics of Operations Research (MOR), 2023 Jianhao Ma Salar Fattahi 388 1 0 21 Feb 2023
The Power of Preconditioning in Overparameterized Low-Rank Matrix SensingInternational Conference on Machine Learning (ICML), 2023 Xingyu Xu Yandi Shen Yuejie Chi Cong Ma 429 42 0 02 Feb 2023
A Validation Approach to Over-parameterized Matrix and Image Recovery Lijun Ding Zhen Qin Liwei Jiang Jinxin Zhou Zhihui Zhu 364 15 0 21 Sep 2022
Blessing of Nonconvexity in Deep Linear Models: Depth Flattens the Optimization Landscape Around the True Solution Jianhao Ma Salar Fattahi 197 5 0 15 Jul 2022
Improved Global Guarantees for the Nonconvex Burer--Monteiro Factorization via Rank OverparameterizationMathematical programming (Math. Program.), 2022 Richard Y. Zhang 317 26 0 05 Jul 2022
Tensor-on-Tensor Regression: Riemannian Optimization, Over-parameterization, Statistical-computational Gap, and Their InterplayAnnals of Statistics (Ann. Stat.), 2022 Yuetian Luo Anru R. Zhang 285 25 0 17 Jun 2022
Algorithmic Regularization in Model-free Overparametrized Asymmetric Matrix FactorizationSIAM Journal on Mathematics of Data Science (SIMODS), 2022 Liwei Jiang Yudong Chen Lijun Ding 193 32 0 06 Mar 2022
Robust Training under Label Noise by Over-parameterizationInternational Conference on Machine Learning (ICML), 2022 Sheng Liu Zhihui Zhu Qing Qu Chong You NoLa OOD 205 130 0 28 Feb 2022
Early Stopping for Deep Image Prior Hengkang Wang Taihui Li Zhong Zhuang Tiancong Chen Hengyue Liang Ju Sun 431 80 0 11 Dec 2021
From Symmetry to Geometry: Tractable Nonconvex Problems Yuqian Zhang Qing Qu John N. Wright 287 48 0 14 Jul 2020