Concept
Factor graph
Publications associées (37)
Tree-AMP: Compositional Inference with Tree Approximate Message Passing
Florent Gérard Krzakala, Lenka Zdeborová
We introduce Tree-AMP, standing for Tree Approximate Message Passing, a python package for compositional inference in high-dimensional tree-structured models. The package provides a unifying framework to study several approximate message passing algorithms ...
2023Planted XY model: Thermodynamics and inference
Lenka Zdeborová, Guanhao Huang, Giovanni Piccioli, Siyu Chen
In this paper we study a fully connected planted spin glass named the planted XY model. Motivation for studying this system comes both from the spin glass field and the one of statistical inference where it models the angular synchronization problem. We d ...
2022Subadditivity Beyond Trees and the Chi-Squared Mutual Information
Emmanuel Abbé, Enric Boix Adsera
Evans et al. [1] proved the subadditivity of the mutual information in the broadcasting on tree model with binary vertex labels and symmetric edge channels. They raised the question of whether such subadditivity extends to loopy graphs in some appropriate ...
IEEE2019High Dimensional Bayesian Optimization via Additive Models with Overlapping Groups
Volkan Cevher, Paul Thierry Yves Rolland, Jonathan Mark Scarlett, Ilija Bogunovic
Bayesian optimization (BO) is a popular technique for sequential black-box function optimization, with applications including parameter tuning, robotics, environmental monitoring, and more. One of the most important challenges in BO is the development of a ...
2018ScienceWISE: Topic Modeling over Scientific Literature Networks
Paolo De Los Rios, Alessio Vincenzo Cardillo, Andrea Martini
We provide an up-to-date view on the knowledge management system ScienceWISE (SW) and address issues related to the automatic assignment of articles to research topics. So far, SW has been proven to be an effective platform for managing large volumes of te ...
2017