AdaGeo: Adaptive Geometric Learning for Optimization and Sampling

Gabriele Abbati, Alessandra Tosi, Michael A. Osborne, Seth R. Flaxman

Abstract: Gradient-based optimization and Markov Chain Monte Carlo sampling can be found at the heart of several machine learning methods. In high-dimensional settings, well-known issues such as slow-mixing,...