belief-propagation

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#belief-propagation

Spike-based Belief Propagation in Nonlinear Dynamical Systems

arXiv cs.AI · 2026-08-21 Cached

This paper presents a Bayesian control framework that integrates spike-based dynamics with probabilistic inference for adaptive control in nonlinear dynamical systems, using a spiking neural network model demonstrated on a benchmark problem.

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#belief-propagation

Belief Propagation in LLM World Models: Measuring Strategic Information Bias with Prediction Markets

arXiv cs.CL · 2026-07-24 Cached

This paper introduces a method that uses LLMs combined with prediction markets to measure how information ecosystems bias strategic beliefs, applying it to Ukraine-related markets and finding that English news sources systematically distort territorial predictions.

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#belief-propagation

Reduction of Probabilistic Chemical Reaction Networks

arXiv cs.LG · 2026-06-29 Cached

This paper presents a method to reduce the size of chemical reaction networks (CRNs) implementing probabilistic inference by leveraging factor graph reduction techniques, resulting in smaller CRNs while preserving belief propagation fixed points on surviving variables.

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