G. Felice

The Standard Interpretable Model: A general theory of interpretable machine learning to deductively design interpretable methods using Lagrangian mechanics

The Standard Interpretable Model is introduced, a general theory grounded in Lagrangian mechanics that enables the deductive design of interpretable methods and offers pedagogical grounding for interpretability curricula and may shift the scientific community's perspective of a discipline that has long been fragmented.