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low-rank matrix optimization

4 papers

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Co-occurring keywords · papers mentioning both

strict saddle property (2) restricted isometry property (2) matrix factorization (2) non-convex optimization (2) burer-monteiro decomposition (1) manifold identification (1) saddle point escape (1) line search algorithm (1) strict saddle function (1) complexity guarantee (1)

Papers

Accelerating Nuclear-norm Regularized Low-rank Matrix Optimization Through Burer-Monteiro Decomposition JMLR 2024 A Line-Search Descent Algorithm for Strict Saddle Functions with Complexity Guarantees JMLR 2023 Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate AISTATS 2023 General Low-rank Matrix Optimization: Geometric Analysis and Sharper Bounds NeurIPS 2021