3 papers
cs.SI2025
Percolation and matrix spectrum through NIB message passing
Pedro Hack
Given its computational efficiency and versatility, belief propagation is the most prominent message passing method in several applications. In order to diminish the damaging effec…
physics.soc-ph2025
Belief propagation for networks with loops: The neighborhoods-intersections-based method
Pedro Hack
In order to diminish the damaging effect of loops on belief propagation (BP), the first explicit version of generalized BP for networks, the KCN-method, was recently introduced. De…
quant-ph2024
Belief propagation for general graphical models with loops
Pedro Hack, Jonas Hitter, Christian B. Mendl +1
There is an increasing interest in scaling tensor network methods through belief propagation (BP), as well as increasing the accuracy of BP through tensor network methods. We devel…