astro-ph.CO, astro-ph.GA, hep-ex, hep-ph, stat.ML

Uncertainty in Physics and AI: Taxonomy, Quantification, and Validation

arXiv:2605.10378v1 Announce Type: new
Abstract: Reliable uncertainty quantification is essential for the use of machine learning in physics, where scientific discoveries depend on validated probabilistic statements. We provide a structured overview of…