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Papers
Generalization Bounds for Semi-supervised Matrix Completion with Distributional Side Information
AAAI 2026
Fast Guaranteed Tensor Recovery with Adaptive Tensor Nuclear Norm
IJCAI 2025
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
A General Algorithm for Solving Rank-one Matrix Sensing
AISTATS 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
NeurIPS 2024
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
Enhanced Tensor Low-Rank and Sparse Representation Recovery for Incomplete Multi-View Clustering
AAAI 2023
Improved Algorithms for White-Box Adversarial Streams
ICML 2023
Understanding Incremental Learning of Gradient Descent: A Fine-grained Analysis of Matrix Sensing
ICML 2023
Fast and Provable Nonconvex Tensor RPCA
ICML 2022
Provable Tensor-Train Format Tensor Completion by Riemannian Optimization
JMLR 2022
Implicit Regularization in Matrix Sensing via Mirror Descent
NeurIPS 2021
Low-Rank Extragradient Method for Nonsmooth and Low-Rank Matrix Optimization Problems
NeurIPS 2021
Rank Overspecified Robust Matrix Recovery: Subgradient Method and Exact Recovery
NeurIPS 2021
Transforms Based Tensor Robust PCA: Corrupted Low-Rank Tensors Recovery via Convex Optimization
ICCV 2021
Nonasymptotic Guarantees for Spiked Matrix Recovery with Generative Priors
NeurIPS 2020
Robust Low-Rank Discovery of Data-Driven Partial Differential Equations
AAAI 2020
Robust Tensor Decomposition via Orientation Invariant Tubal Nuclear Norms
AAAI 2020
A Nonconvex Projection Method for Robust PCA
AAAI 2019
Clipped Matrix Completion: A Remedy for Ceiling Effects
AAAI 2019
Decentralized sketching of low rank matrices
NeurIPS 2019
Implicit Regularization in Deep Matrix Factorization
NeurIPS 2019