A Family of Distributions of Random Subsets for Controlling Positive and Negative DependenceInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 |
Algorithmic Gaussianization through Sketching: Converting Data into
Sub-gaussian Random DesignsAnnual Conference Computational Learning Theory (COLT), 2022 |
Query Complexity of Least Absolute Deviation Regression via Robust
Uniform ConvergenceAnnual Conference Computational Learning Theory (COLT), 2021 |
Sparse sketches with small inversion biasAnnual Conference Computational Learning Theory (COLT), 2020 |
Kernel interpolation with continuous volume samplingInternational Conference on Machine Learning (ICML), 2020 |
Exact expressions for double descent and implicit regularization via
surrogate random designNeural Information Processing Systems (NeurIPS), 2019 |