Low-Rank Matrix Completion

Low-Rank Matrix Completion is an important problem with several applications in areas such as recommendation systems, sketching, and quantum tomography. The goal in matrix completion is to recover a low rank matrix, given a small number of entries of the matrix.

Source: Universal Matrix Completion

Papers

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Showing 1–25 of 158 papers

Title	Date	Tasks	Status	Hype	Score
Efficient Minimum Bayes Risk Decoding using Low-Rank Matrix Completion Algorithms	Jun 5, 2024	Low-Rank Matrix CompletionMachine Translation	CodeCode Available	2	5
Randomized Approach to Matrix Completion: Applications in Collaborative Filtering and Image Inpainting	Mar 4, 2024	Collaborative FilteringImage Inpainting	CodeCode Available	1	5
Teaching Arithmetic to Small Transformers	Jul 7, 2023	Low-Rank Matrix CompletionMatrix Completion	CodeCode Available	1	5
Linear Recursive Feature Machines provably recover low-rank matrices	Jan 9, 2024	Dimensionality ReductionLow-Rank Matrix Completion	CodeCode Available	1	5
Compressible Dynamics in Deep Overparameterized Low-Rank Learning & Adaptation	Jun 6, 2024	Language ModellingLow-Rank Matrix Completion	CodeCode Available	1	5
Guaranteed Tensor Recovery Fused Low-rankness and Smoothness	Feb 4, 2023	DenoisingImage Inpainting	CodeCode Available	1	5
Generalized Nonconvex Approach for Low-Tubal-Rank Tensor Recovery	Aug 4, 2022	Image InpaintingLow-Rank Matrix Completion	CodeCode Available	1	5
A Scalable Second Order Method for Ill-Conditioned Matrix Completion from Few Samples	Jun 3, 2021	Low-Rank Matrix CompletionMatrix Completion	CodeCode Available	1	5
Escaping Saddle Points in Ill-Conditioned Matrix Completion with a Scalable Second Order Method	Sep 7, 2020	Low-Rank Matrix CompletionMatrix Completion	CodeCode Available	1	5
Deep Generalization of Structured Low-Rank Algorithms (Deep-SLR)	Dec 7, 2019	Computational EfficiencyImage Reconstruction	CodeCode Available	1	5
Riemannian stochastic variance reduced gradient on Grassmann manifold	May 24, 2016	Low-Rank Matrix CompletionMatrix Completion	CodeCode Available	0	5
Algebraic Variety Models for High-Rank Matrix Completion	Mar 28, 2017	ClusteringLow-Rank Matrix Completion	CodeCode Available	0	5
Simulation comparisons between Bayesian and de-biased estimators in low-rank matrix completion	Mar 22, 2021	Collaborative FilteringImputation	CodeCode Available	0	5
Orthogonal Rank-One Matrix Pursuit for Low Rank Matrix Completion	Apr 4, 2014	Low-Rank Matrix CompletionMatrix Completion	CodeCode Available	0	5
Mixed Membership Graph Clustering via Systematic Edge Query	Nov 25, 2020	ClusteringCommunity Detection	CodeCode Available	0	5
Riemannian stochastic variance reduced gradient algorithm with retraction and vector transport	Feb 18, 2017	Low-Rank Matrix CompletionMatrix Completion	CodeCode Available	0	5
GNMR: A provable one-line algorithm for low rank matrix recovery	Jun 24, 2021	Low-Rank Matrix CompletionMatrix Completion	CodeCode Available	0	5
Efficient Compression of Overparameterized Deep Models through Low-Dimensional Learning Dynamics	Nov 8, 2023	Low-Rank Matrix Completion	CodeCode Available	0	5
Guaranteed Rank Minimization via Singular Value Projection	Sep 30, 2009	Low-Rank Matrix CompletionMatrix Completion	CodeCode Available	0	5
Depth Image Inpainting: Improving Low Rank Matrix Completion with Low Gradient Regularization	Apr 20, 2016	Image InpaintingLow-Rank Matrix Completion	CodeCode Available	0	5
A Gradient Descent Algorithm on the Grassman Manifold for Matrix Completion	Oct 27, 2009	Collaborative FilteringLow-Rank Matrix Completion	CodeCode Available	0	5
Distant Supervision for Relation Extraction with Matrix Completion	Jun 1, 2014	Low-Rank Matrix CompletionMatrix Completion	CodeCode Available	0	5
Collaborative Filtering with Graph Information: Consistency and Scalable Methods	Dec 1, 2015	Collaborative FilteringLow-Rank Matrix Completion	CodeCode Available	0	5
Adaptive Matrix Completion for the Users and the Items in Tail	Apr 22, 2019	Collaborative FilteringLow-Rank Matrix Completion	CodeCode Available	0	5
Efficient and Robust Freeway Traffic Speed Estimation under Oblique Grid using Vehicle Trajectory Data	Nov 6, 2024	Low-Rank Matrix CompletionMatrix Completion	CodeCode Available	0	5

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