Abstract: Bayesian inference provides a methodology for parameter estimation and uncertainty quantification in machine learning and deep learning methods. Variational inference and Markov Chain ...
Abstract: Over the past few years, Natural Language Processing (NLP) has evolved significantly thanks to the development of large Language Models (LMs). In this paper, we present a survey of four ...