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 the same GPU course and became an accepted HPEC paper.