Computer Science - Information Theory

Abstract Markov Random Fields
We use the recently generalized Hu Theorem to develop a theory of purely abstract Markov random fields.
Leon Lang, Clélia de Mulatier, Rick Quax, Patrick Forré
Cite arXiv
Abstract Markov Random Fields
Information Decomposition Diagrams Applied beyond Shannon Entropy: A Generalization of Hu's Theorem
We generalize information diagrams to functions beyond Shannon entropy, including Kolmogorov complexity and the generalization error from machine learning.
Leon Lang, Pierre Baudot, Rick Quax, Patrick Forré
Cite arXiv Compositionality
Information Decomposition Diagrams Applied beyond Shannon Entropy: A Generalization of Hu's Theorem