Robust PCA by Manifold Optimization

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Robust PCA by Manifold Optimization

1 August 2017

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Papers citing "Robust PCA by Manifold Optimization"

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Title
GaLore $+$ : Boosting Low-Rank Adaptation for LLMs with Cross-Head Projection Xutao Liao Shaohui Li Yuhui Xu Zhi Li Yebin Liu You He VLM 121 6 0 31 Dec 2024
Structured Sampling for Robust Euclidean Distance Geometry Chandra Kundu Abiy Tasissa HanQin Cai 170 1 0 14 Dec 2024
LQ-LoRA: Low-rank Plus Quantized Matrix Decomposition for Efficient Language Model Finetuning Han Guo P. Greengard Eric P. Xing Yoon Kim MQ 132 57 0 20 Nov 2023
Nonconvex Matrix Factorization is Geodesically Convex: Global Landscape Analysis for Fixed-rank Matrix Optimization From a Riemannian Perspective Yuetian Luo Nicolas García Trillos 52 7 0 29 Sep 2022
Nonconvex Factorization and Manifold Formulations are Almost Equivalent in Low-rank Matrix Optimization Yuetian Luo Xudong Li Anru R. Zhang 83 11 0 03 Aug 2021
Accurate and fast matrix factorization for low-rank learning R. Godaz R. Monsefi F. Toutounian Reshad Hosseini 11 0 0 21 Apr 2021
Unlabeled Principal Component Analysis and Matrix Completion Yu Yao Liangzu Peng M. Tsakiris 85 14 0 23 Jan 2021
Recursive Importance Sketching for Rank Constrained Least Squares: Algorithms and High-order Convergence Yuetian Luo Wen Huang Xudong Li Anru R. Zhang 76 16 0 17 Nov 2020
Robust Low-rank Matrix Completion via an Alternating Manifold Proximal Gradient Continuation Method Minhui Huang Shiqian Ma Lifeng Lai 65 26 0 18 Aug 2020
$Depth Descent Synchronization in $\mathrm{SO}(D)$$ Depth Descent Synchronization in $\mathrm{SO}(D)$ Tyler Maunu Gilad Lerman MDE 67 2 0 13 Feb 2020
Efficiently escaping saddle points on manifolds Christopher Criscitiello Nicolas Boumal 90 63 0 10 Jun 2019
Subgradient Descent Learns Orthogonal Dictionaries Yu Bai Qijia Jiang Ju Sun 163 51 0 25 Oct 2018
Efficient Optimization Algorithms for Robust Principal Component Analysis and Its Variants Shiqian Ma N. Aybat 83 51 0 09 Jun 2018
A Nonconvex Projection Method for Robust PCA Aritra Dutta Filip Hanzely Peter Richtárik 58 24 0 21 May 2018