Seminar series
Date
Tue, 25 Jan 2022
Time
14:00 -
15:00
Location
Virtual
Speaker
Elena Agliari
Organisation
University of Rome Sapienza
In the first part of the seminar I will introduce shallow neural-networks from a statistical-mechanics perspective, focusing on simple cases and on a naive scenario where information to be learnt is structureless. Then, inspired by biological information processing, I will enrich this framework by accounting for structured datasets and by making the network able to perform challenging tasks like generalization or even "taking a nap”. Results presented are both analytical and numerical.