# Susceptibility Propagation by Using Diagonal Consistency

arXiv: https://arxiv.org/abs/1712.00155 · HTML: https://mlsanity.com/paper/1712.00155/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 1 Dec 2017.

## Built on by (most cited first, 1 of 1)

- [A theoretical framework for overfitting in energy-based modeling](https://mlsanity.com/paper/2501.19158/) (2025)

## Abstract (arXiv)

A susceptibility propagation that is constructed by combining a belief propagation and a linear response method is used for approximate computation for Markov random fields. Herein, we formulate a new, improved susceptibility propagation by using the concept of a diagonal matching method that is based on mean-field approaches to inverse Ising problems. The proposed susceptibility propagation is robust for various network structures, and it is reduced to the ordinary susceptibility propagation and to the adaptive Thouless-Anderson-Palmer equation in special cases.