Spectral Regularized Kernel Two-Sample TestsAnnals of Statistics (Ann. Stat.), 2022 |
Contrastive Learning Can Find An Optimal Basis For Approximately
View-Invariant FunctionsInternational Conference on Learning Representations (ICLR), 2022 |
Statistical Optimality and Computational Efficiency of Nyström Kernel
PCAJournal of machine learning research (JMLR), 2021 |
Gain with no Pain: Efficient Kernel-PCA by Nyström SamplingInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2019 |
Optimal Rates of Sketched-regularized Algorithms for Least-Squares
Regression over Hilbert SpacesInternational Conference on Machine Learning (ICML), 2018 |