3 papers
stat.ML2026
Understanding Generalization Requires Universal Induction
Aram Ebtekar, Marcus Hutter, Danica J. Sutherland
Classical statistical theory is insufficient to explain the successes of general-purpose AI models, because it depends on handcrafted inductive biases that it cannot justify. No Fr…
cs.IT2025
Properties of Algorithmic Information Distance
Marcus Hutter
The domain-independent universal Normalized Information Distance based on Kolmogorov complexity has been (in approximate form) successfully applied to a variety of difficult cluste…
cond-mat.stat-mech2023
Foundations of algorithmic thermodynamics
Aram Ebtekar, Marcus Hutter
Gács' coarse-grained algorithmic entropy leverages universal computation to quantify the information content of any given physical state. Unlike the Boltzmann and Gibbs-Shannon ent…