Ilya Nemenman

Deep Variational Multivariate Information Bottleneck -- A Framework for Variational Losses

2023 · arXiv (Cornell University)

Variational dimensionality reduction methods are widely used for their accuracy, generative capabilities, and robustness. We introduce a unifying framework that generalizes both such as traditional and state-of-the-art methods. The framework is based on an interpretation …