09:00 - 09:20
Opening of the Workshop & Welcome
Chair: Pierluigi Contucci
09:20 - 10:00
Marc Mézard — Università Bocconi
Understanding Generative Diffusion: A Statistical Physics Approach
10:00 - 10:20
Pierfrancesco Urbani — IPhT CEA Saclay
Dynamical decoupling between generalization and overfitting in large overparametrized neural networks
10:20 - 10:40
Federica Gerace — Alma Mater Studiorum Università di Bologna
TBA
10:40 - 11:10
Coffee break
Chair: Gabriele Sicuro
11:10 - 11:30
Jean Barbier — ICTP Trieste
Statistical mechanics of multi-layer perceptrons near interpolation
11:30 - 11:50
Dmitry Krotov — MIT-IBM Watson AI Lab & IBM Research
Dense Associative Memory:
physical systems for novel AI architectures.
11:50 - 12:10
Aurelien Decelle — Universidad Complutense de Madrid
Energy-based models - Trainable and interpretable models with physics
12:10 - 14:00
Free time for lunch
Chair: Emanuele Mingione
14:00 - 14:20
Elena Agliari — Sapienza Università di Roma
The Hopfield model: Looking Forward, Looking Backward
14:20 - 15:00
Sara Solla — Northwestern University
TBA