24 citations · 73 across the 15 of their papers we have counts for
3 papers · 1 filter
Unveiling Transformer Perception by Exploring Input Manifolds
Alessandro Benfenati, Alfio Ferrara, Alessio Marta +2
This paper introduces a general method for the exploration of equivalence classes in the input space of Transformer models. The proposed approach is based on sound mathematical the…
A singular Riemannian Geometry Approach to Deep Neural Networks III. Piecewise Differentiable Layers and Random Walks on -dimensional Classes
Alessandro Benfenati, Alessio Marta
Neural networks are playing a crucial role in everyday life, with the most modern generative models able to achieve impressive results. Nonetheless, their functioning is still not…
A Modular Deep Learning-based Approach for Diffuse Optical Tomography Reconstruction
Alessandro Benfenati, Paola Causin, Martina Quinteri
Medical imaging is nowadays a pillar in diagnostics and therapeutic follow-up. Current research tries to integrate established - but ionizing - tomographic techniques with technolo…