Robust PCA by Manifold Optimization

1 August 2017

Papers citing "Robust PCA by Manifold Optimization"

12 / 12 papers shown

Title
GaLore $+$ : Boosting Low-Rank Adaptation for LLMs with Cross-Head Projection Xutao Liao Shaohui Li Yuhui Xu Zhi Li Y. Liu You He VLM 59 3 0 31 Dec 2024
Structured Sampling for Robust Euclidean Distance Geometry Chandra Kundu Abiy Tasissa HanQin Cai 94 0 0 14 Dec 2024
On the Robustness of Cross-Concentrated Sampling for Matrix Completion HanQin Cai Longxiu Huang Chandra Kundu Bowen Su 37 4 0 28 Jan 2024
LQ-LoRA: Low-rank Plus Quantized Matrix Decomposition for Efficient Language Model Finetuning Han Guo P. Greengard Eric P. Xing Yoon Kim MQ 38 43 0 20 Nov 2023
SKI to go Faster: Accelerating Toeplitz Neural Networks via Asymmetric Kernels Alexander Moreno Jonathan Mei Luke Walters 23 0 0 15 May 2023
Nonconvex Matrix Factorization is Geodesically Convex: Global Landscape Analysis for Fixed-rank Matrix Optimization From a Riemannian Perspective Yuetian Luo Nicolas García Trillos 24 6 0 29 Sep 2022
Nonconvex Factorization and Manifold Formulations are Almost Equivalent in Low-rank Matrix Optimization Yuetian Luo Xudong Li Anru R. Zhang 33 9 0 03 Aug 2021
Recursive Importance Sketching for Rank Constrained Least Squares: Algorithms and High-order Convergence Yuetian Luo Wen Huang Xudong Li Anru R. Zhang 23 15 0 17 Nov 2020
$Depth Descent Synchronization in $\mathrm{SO}(D)$$ Depth Descent Synchronization in $\mathrm{SO}(D)$ Tyler Maunu Gilad Lerman MDE 37 2 0 13 Feb 2020
Subgradient Descent Learns Orthogonal Dictionaries Yu Bai Qijia Jiang Ju Sun 20 51 0 25 Oct 2018
Efficient Optimization Algorithms for Robust Principal Component Analysis and Its Variants Shiqian Ma N. Aybat 20 50 0 09 Jun 2018
A Nonconvex Projection Method for Robust PCA Aritra Dutta Filip Hanzely Peter Richtárik 20 24 0 21 May 2018