“…In this framework, we show the emergence of some correlations between the nature of the structural disorder and bonding character statistics inside the sample, and the resulting formation of mid-gap states and behavior of the dielectric constant (section 2). Second, we construct large scale atomic structural models (∼10 4 atoms) using molecular dynamics with such machine learning potentials, which enjoy ab-initio accuracy [11,12], and evaluate the electronic and dielectric properties of these large systems through a simple Slater-Koster tight-binding model. Although this latter model presents significant limitations, it allows us to get a first picture of the electronic and dielectric properties in large, highly complex three-dimensional geometries mixing boron and nitrogen atoms, linked together by sp 1 , sp 2 and sp 3 bonds.…”