A Theory of the Mechanics of Information: Generalization Through Measurement of Uncertainty (Learning is Measuring).

arXiv:2510.22809v2 Announce Type: replace-cross Abstract: Traditional machine learning relies on explicit models and domain assumptions, often limiting flexibility and interpretability. We introduce a "model-free" framework of instance-based learning using sur