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nuclear norm regularization

28 papers

Papers

Accelerating Nuclear-norm Regularized Low-rank Matrix Optimization Through Burer-Monteiro Decomposition JMLR 2024 Nuclear Norm Regularization for Deep Learning NeurIPS 2024 Weight decay induces low-rank attention layers NeurIPS 2024 Robust High-Dimensional Low-Rank Matrix Estimation: Optimal Rate and Data-Adaptive Tuning JMLR 2023 Detecting Latent Communities in Network Formation Models JMLR 2022 Fast Composite Optimization and Statistical Recovery in Federated Learning ICML 2022 Adaptive Rank Estimate in Robust Principal Component Analysis CVPR 2021 Finite Sample System Identification: Optimal Rates and the Role of Regularization L4DC 2020 Handling correlated and repeated measurements with the smoothed multivariate square-root Lasso NeurIPS 2019 Relative Error Bound Analysis for Nuclear Norm Regularized Matrix Completion JMLR 2019 Tensor Ring Decomposition with Rank Minimization on Latent Space: An Efficient Approach for Tensor Completion AAAI 2019 Efficient Convex Completion of Coupled Tensors using Coupled Nuclear Norms NeurIPS 2018 Missing Slice Recovery for Tensors Using a Low-Rank Model in Embedded Space CVPR 2018 SVD-free Convex-Concave Approaches for Nuclear Norm Regularization IJCAI 2017 NuC-MKL: A Convex Approach to Non Linear Multiple Kernel Learning AISTATS 2016 Preference Completion from Partial Rankings NeurIPS 2016 Matrix Completion and Low-Rank SVD via Fast Alternating Least Squares JMLR 2015 Regularization-Free Estimation in Trace Regression with Symmetric Positive Semidefinite Matrices NeurIPS 2015 Safe Subspace Screening for Nuclear Norm Regularized Least Squares Problems ICML 2015 Efficient Structured Matrix Rank Minimization NeurIPS 2014 Probabilistic low-rank matrix completion on finite alphabets NeurIPS 2014 Learning Social Infectivity in Sparse Low-rank Networks Using Multi-dimensional Hawkes Processes AISTATS 2013 Sparse Additive Text Models with Low Rank Background NeurIPS 2013 Unsupervised Spectral Learning of Finite State Transducers NeurIPS 2013 Calibrated Elastic Regularization in Matrix Completion NeurIPS 2012