2 papers
cs.LG2026
Teleodynamic Learning a new Paradigm For Interpretable AI
Enrique ter Horst, Juan Diego Zambrano
We introduce Teleodynamic Learning, a new paradigm for machine learning in which learning is not the minimization of a fixed objective, but the emergence and stabilization of funct…
cs.AI2026
Categorical Belief Propagation: Sheaf-Theoretic Inference via Descent and Holonomy
Enrique ter Horst, Sridhar Mahadevan, Juan Diego Zambrano
We develop a categorical foundation for belief propagation on factor graphs. We construct the free hypergraph category \(\Syn_Σ\) on a typed signature and prove its universal prope…