Lorenzo Sani

Lorenzo Sani

Hi there! I am a PhD candidate in Computer Science at the University of Cambridge under the supervision of Prof. Nicholas D. Lane. My research focuses on large-scale federated laerning, federated learning efficiency and optimization. I'm part of the CaMLSys group.

Teaching

I don't have any fixed calendar for office hours. If you are interested in an appointment, please email me at ls985@cam.ac.uk.

MPhil Thesis Supervisor

Thesis supervisor, University of Cambridge, Department of Computer Science and Technology, 2023

I co-supervised Bao Nguyen during his MPhil Thesis project. The work investigated the possibility of applying sheaf neural networks in the context of federated learning. A research paper describing our approach is available on arXiv.

Master Thesis Supervisor

Thesis supervisor, University of Cambridge, Department of Computer Science and Technology, 2023

I supervised Adriano Guastella (from the University of Bologna) during his Master’s Thesis project when he was visiting the Computer Laboratory. The work investigated the intersection between Powerpropagation, Sparse Weight Activation Training, and federated learning.

Summer intern supervisor for CaMLSys@UniOfCam

Intern supervisor, University of Cambridge, Department of Computer Science and Technology, 2023

I supervised Allen Cong during his Summer Internship. The project was related to optimising a CV task on a Rock64 Rock Pi 4 SE equipped with an Intel RealSense camera.