1 citations · 2 across the 3 of their papers we have counts for
3 papers
stat.ML2025
Minima and Critical Points of the Bethe Free Energy Are Invariant Under Deformation Retractions of Factor Graphs
Grégoire Sergeant-Perthuis, Léo Boitel
In graphical models, factor graphs, and more generally energy-based models, the interactions between variables are encoded by a graph, a hypergraph, or, in the most general case, a…
math-ph2024★ 1 cited
Compositional statistical mechanics, entropy and variational inference
Grégoire Sergeant-Perthuis
In this document, we aim to gather various results related to a compositional/categorical approach to rigorous Statistical Mechanics. Rigorous Statistical Mechanics is centered on…
cs.AI2022★ 1 cited
Regionalized Optimization
Grégoire Sergeant-Perthuis
We propose a theoretical framework for non redundant reconstruction of a global loss from a collection of local ones under constraints given by a functor; we call this loss the reg…