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Matrix Factorization

383 directly classified papers

Papers per year

Papers

Sparse NMF with Archetypal Regularization: Computational and Robustness Properties JMLR 2024
Sparse Plus Low Rank Matrix Decomposition: A Discrete Optimization Approach JMLR 2023
Fitting low-rank models on egocentrically sampled partial networks AISTATS 2023
Bures-Wasserstein Barycenters and Low-Rank Matrix Recovery AISTATS 2023
Differentially Private Matrix Completion through Low-rank Matrix Factorization AISTATS 2023
Prior Specification for Bayesian Matrix Factorization via Prior Predictive Matching JMLR 2023
Multi-source Learning via Completion of Block-wise Overlapping Noisy Matrices JMLR 2023
Kissing to Find a Match: Efficient Low-Rank Permutation Representation NIPS 2023
Over-parametrization via Lifting for Low-rank Matrix Sensing: Conversion of Spurious Solutions to Strict Saddle Points ICML 2023
A Joint Matrix Factorization Analysis of Multilingual Representations EMNLP 2023
Fast $(1+\varepsilon)$-Approximation Algorithms for Binary Matrix Factorization ICML 2023
Bayesian Extensive-Rank Matrix Factorization with Rotational Invariant Priors NIPS 2023
Understanding Incremental Learning of Gradient Descent: A Fine-grained Analysis of Matrix Sensing ICML 2023
Under-Counted Tensor Completion with Neural Incorporation of Attributes ICML 2023
On the Optimality of Nuclear-norm-based Matrix Completion for Problems with Smooth Non-linear Structure JMLR 2023
CoLA: Exploiting Compositional Structure for Automatic and Efficient Numerical Linear Algebra NIPS 2023
Efficiently Factorizing Boolean Matrices using Proximal Gradient Descent NIPS 2022
Fused Orthogonal Alternating Least Squares for Tensor Clustering NIPS 2022
Tensor Wheel Decomposition and Its Tensor Completion Application NIPS 2022
A Random Matrix Perspective on Random Tensors JMLR 2022
Fast Stagewise Sparse Factor Regression JMLR 2022
Scaling and Scalability: Provable Nonconvex Low-Rank Tensor Completion AISTATS 2022
Inductive Matrix Completion: No Bad Local Minima and a Fast Algorithm ICML 2022
KoPA: Automated Kronecker Product Approximation JMLR 2022
Efficient Nearest Neighbor Search for Cross-Encoder Models using Matrix Factorization EMNLP 2022