high-dimensional regime

Optimal L2 Regularization in High-dimensional Continual Linear Regression ALT 2026 Certified Machine Unlearning Under High Dimensional Regime JMLR 2025 Differentially Private Optimization with Sparse Gradients NeurIPS 2024 From high-dimensional & mean-field dynamics to dimensionless ODEs: A unifying approach to SGD in two-layers networks COLT 2023 Two-Sample Tests for Inhomogeneous Random Graphs in L_r Norm: Optimality and Asymptotics AISTATS 2023 A Random Matrix Perspective on Mixtures of Nonlinearities in High Dimensions AISTATS 2022 Learning Partially Observed Linear Dynamical Systems from Logarithmic Number of Samples L4DC 2021 Precise Tradeoffs in Adversarial Training for Linear Regression COLT 2020 Statistical and Computational Rates in Graph Logistic Regression AISTATS 2020 Learning ReLUs via Gradient Descent NeurIPS 2017 Solving Most Systems of Random Quadratic Equations NeurIPS 2017 Elementary Estimators for Sparse Covariance Matrices and other Structured Moments ICML 2014