Linara Adilova recently completed her three-month research stay at Know Center, funded through the Open Call of the Horizon Enfield Project. During her time in Graz (Austria), she explored the information-theoretic properties of neural networks, connecting compression, latent space geometry, and generalization performance to enhance our understanding of deep learning.