Third of 193 teams in the AIRLab neural networks challenge
A custom Vision Transformer ensemble for medical image classification, in the Politecnico di Milano AIRLab challenge. I also hold a merit-based scholarship, awarded in December 2025 on grade average and credits earned.
The thesis measures how localisation degrades with satellite resolution
It sits inside PERIVALLON, a Horizon Europe project. Seventy logged experiments ask how far a weakly supervised classifier can point at an illegal landfill as ground resolution drops from 30 cm to 120 cm. The result is a readout law and a retraining-free lever that doubles recall at 120 cm. It is written up as its own project on this site.
What the coursework turned into
Flash-Reasoning and Flash-SAE both started as course projects in high-performance computing and deep learning, and both ended as Triton kernel libraries with measured speedups. The gpufsm work grew out of a 2025 Advanced Computer Architectures course project with Francesco Poloni that Davide Conficconi and Filippo Del Nero (NECST Laboratory) proposed and supervised, and became an accepted HPEC paper.