Convergence rates for optimised adaptive importance samplers Ömer Deniz Akyildiz Joaquín Míguez |
Noisy Accelerated Power Method for Eigenproblems with ApplicationsIEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2019 |
SGD without Replacement: Sharper Rates for General Smooth Convex
FunctionsInternational Conference on Machine Learning (ICML), 2019 |
Non-asymptotic Analysis of Biased Stochastic Approximation SchemeAnnual Conference Computational Learning Theory (COLT), 2019 |
Multilevel Monte Carlo Variational InferenceJournal of machine learning research (JMLR), 2019 |
MgNet: A Unified Framework of Multigrid and Convolutional Neural NetworkScience China Mathematics (Sci. China Math.), 2019 |