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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 prop…
cs.AI2025
Large Causal Models from Large Language Models
Sridhar Mahadevan
We introduce a new paradigm for building large causal models (LCMs) that exploits the enormous potential latent in today's large language models (LLMs). We describe our ongoing exp…