Ana P. Millán, Hanlin Sun, Lorenzo Giambagli, Riccardo Muolo, Timoteo Carletti, Joaquín J. Torres, Filippo Radicchi, Jürgen Kurths, Ginestra Bianconi
March, 2025
Nature Physics
Hello World!
I’m Lorenzo, Post Doctoral researcher at Freie Universität Berlin, in Prof. Cecilia Clementi’s group. I am particularly fascinated by how many interacting objects can lead to some unexpected and complex behaviors.
I’ve been particularly focusing on Simplicial Complexes and Deep Learning, exploring the diverse facets of both fields. In the realm of Simplicial Complexes, my interest lies in the intricate relationship between topology and dynamics. As for Deep Learning, my focus is on pinpointing the exact location of information within a Neural Network (NN) and figuring out how to make these networks as compact and efficient as possible.
The way I try to make sense of all this is through spectral properties of the operators involved and, more recently, with statistical mechanics.
In my free time, I love to roam around on my mountain bike, nurture my plants, play the guitar, and practice Kung Fu.
Interests
- Deep Learning Interpretability
- Structural Pruning
- Network Dynamics
- Algebraic Topology
Education
Research Lines
Understanding Deep Neural Networks through the lens of Spectral Theory of Graph and Dynamical Systems.
Discovering the interplay between Topology and Dynamics in signals definned on discrete manifolds.
Teaching & Outreach
Description and resources of the educational activity I conducted
Seminars and discussions for a non-scientific audience
Featured Publications
Contact me
- lorenzo.giambagli@fu-berlin.de
- Arnimallee 12, Berlin, Berlin 14195
- Enter Building, first floor and first door in front of the stairs