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low-rank recovery

42 papers

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Co-occurring keywords

matrix completion (356) matrix recovery (51) low-rank matrix recovery (57) tensor decomposition (375) convex optimization (1321) low-rank matrix (174) robust principal component analysis (62) nonconvex optimization (316) nuclear norm (79) matrix sensing (24)

Papers

Generalization Bounds for Semi-supervised Matrix Completion with Distributional Side Information AAAI 2026
Label Distribution Learning with Biased Annotations Assisted by Multi-Label Learning IJCAI 2025
OTLRM: Orthogonal Learning-based Low-Rank Metric for Multi-Dimensional Inverse Problems AAAI 2025
Fast Guaranteed Tensor Recovery with Adaptive Tensor Nuclear Norm IJCAI 2025
Superposed Atomic Representation for Robust High-Dimensional Data Recovery of Multiple Low-Dimensional Structures AAAI 2024
Towards Multi-Mode Outlier Robust Tensor Ring Decomposition AAAI 2024
LowRankOcc: Tensor Decomposition and Low-Rank Recovery for Vision-based 3D Semantic Occupancy Prediction CVPR 2024
Semi-Random Matrix Completion via Flow-Based Adaptive Reweighting NIPS 2024
A General Algorithm for Solving Rank-one Matrix Sensing AISTATS 2024
Enhanced Tensor Low-Rank and Sparse Representation Recovery for Incomplete Multi-View Clustering AAAI 2023
Understanding Incremental Learning of Gradient Descent: A Fine-grained Analysis of Matrix Sensing ICML 2023
Provable Tensor-Train Format Tensor Completion by Riemannian Optimization JMLR 2022
Fast and Provable Nonconvex Tensor RPCA ICML 2022
Transforms Based Tensor Robust PCA: Corrupted Low-Rank Tensors Recovery via Convex Optimization ICCV 2021
Implicit Regularization in Matrix Sensing via Mirror Descent NIPS 2021
Low-Rank Extragradient Method for Nonsmooth and Low-Rank Matrix Optimization Problems NIPS 2021
Rank Overspecified Robust Matrix Recovery: Subgradient Method and Exact Recovery NIPS 2021
Robust Low-Rank Discovery of Data-Driven Partial Differential Equations AAAI 2020
Nonasymptotic Guarantees for Spiked Matrix Recovery with Generative Priors NIPS 2020
Robust Tensor Decomposition via Orientation Invariant Tubal Nuclear Norms AAAI 2020
Decentralized sketching of low rank matrices NIPS 2019
A Nonconvex Projection Method for Robust PCA AAAI 2019
Clipped Matrix Completion: A Remedy for Ceiling Effects AAAI 2019
Implicit Regularization in Deep Matrix Factorization NIPS 2019
Convolutional Imputation of Matrix Networks ICML 2018