randomized sketching

Asymptotically Free Sketched Ridge Ensembles: Risks, Cross-Validation, and Tuning ICLR 2024 Sketching for Distributed Deep Learning: A Sharper Analysis NeurIPS 2024 Algorithmic Gaussianization through Sketching: Converting Data into Sub-gaussian Random Designs COLT 2023 Constrained Optimization via Exact Augmented Lagrangian and Randomized Iterative Sketching ICML 2023 Optimal Shrinkage for Distributed Second-Order Optimization ICML 2023 Distributed Randomized Sketching Kernel Learning AAAI 2022 Newton-LESS: Sparsification without Trade-offs for the Sketched Newton Update NeurIPS 2021 Error Estimation for Sketched SVD via the Bootstrap ICML 2020 Incremental Randomized Sketching for Online Kernel Learning ICML 2019 RSN: Randomized Subspace Newton NeurIPS 2019 Fast Approximate Spectral Clustering for Dynamic Networks ICML 2018 Sketchy Decisions: Convex Low-Rank Matrix Optimization with Optimal Storage AISTATS 2017 A Statistical Perspective on Randomized Sketching for Ordinary Least-Squares JMLR 2016 Iterative Hessian Sketch: Fast and Accurate Solution Approximation for Constrained Least-Squares JMLR 2016 Learning from Multiway Data: Simple and Efficient Tensor Regression ICML 2016 Statistical and Algorithmic Perspectives on Randomized Sketching for Ordinary Least-Squares ICML 2015 Sketching Structured Matrices for Faster Nonlinear Regression NeurIPS 2013