Thierry Tribout

This study evaluates deep generative models for simulating discrete genotype data, showing their ability to capture genetic patterns and preserve genotype-phenotype associations.

The paper analyzes trait persistence in laying hens from 70 to 92 weeks, identifying traits with stable genetic variance and those requiring alternative selection strategies.

This paper introduces a hybrid DLGBLUP model that integrates deep learning with GBLUP to improve prediction accuracy by capturing nonlinear genetic relationships between traits.