Erice International School on Complexity: the XVIII Course "Machine Learning approaches for complexity"

from Monday, 22 April 2024 (09:00) to Sunday, 28 April 2024 (18:00)
Ettore Majorana Foundation and Centre for Scientific Culture, Erice, Italy

        : Sessions
    /     : Talks
        : Breaks
22 Apr 2024
23 Apr 2024
24 Apr 2024
25 Apr 2024
26 Apr 2024
27 Apr 2024
28 Apr 2024
AM
08:45
Welcome (until 09:00) ()
09:00 Looking into the Pandora Box: The Generalization Problem - Filippo Fabrocini (Tongji University, China)   ()
11:00 --- Coffee break ---
11:30 Machine Learning and graph methods - I - Carlo Cannistraci (Tsinghua University, Beijing, China)   ()
09:00 Quantum Machine Learning - Filippo Caruso (University of Firenze, Italy)   ()
11:00 --- Coffee break ---
11:30 Machine Learning and graph methods - II - Carlo Cannistraci (Tsinghua University, Beijing, China)   ()
09:00 Data-driven and Equations informed tools for Eulerian and Lagrangian Turbulence - I - Luca Biferale (Università di Roma Tor Vergata, Italy)   ()
11:00 --- Coffee break ---
11:30 Data-driven and Equations informed tools for Eulerian and Lagrangian Turbulence - II - Luca Biferale (Università di Roma Tor Vergata, Italy)   ()
09:00 Modelling capabilities of energy-based generative models - I - Beatriz Seoane Bartolomé (Paris-Saclay University, France)   ()
11:00 --- Coffee break ---
11:30 Modelling capabilities of energy-based generative models - II - Beatriz Seoane Bartolomé (Paris-Saclay University, France)   ()
09:00 Statistical Physics for Machine Learning - Aurélien Decelle (Universidad Complutense, Madrid, Spain)   ()
11:00 --- Coffee break ---
11:30 Sparse Communication in Machine Learning and Hopfield Networks - Andre Martins (Instituto Superior Técnico, Lisbon, Portugal)   ()
09:00
Departure (until 12:00) ()
PM
16:00
Registration (until 18:00) ()
12:30
Lunch (until 14:00) ()
14:00 Large Language Models and Deep Learning for computer vision and time series: from academia to industry - I - Felipe Freitas (EDF Energy, London, UK)   ()
16:00 --- Coffee break ---
16:30 Neural networks, quantum physics, and gravity - Koji Hashimoto (Kyoto University, Japan)   ()
12:30
Lunch (until 14:00) ()
14:00 Applications of Fourier analytic Barron Space Theory - Jonathan Andrew Miller (Euler Scientific, Fremont, CA, USA)   ()
16:00 --- Coffee break ---
16:30 Large Language Models and Deep Learning for computer vision and time series: from academia to industry - II - Felipe Freitas (EDF Energy, London, UK)   ()
12:30
Lunch (until 14:00) ()
14:00 Analytical approaches to the learning dynamics of neural networks - I - Sebastian Goldt (International School of Advanced Studies, Trieste, Italy)   ()
16:00 --- Coffee break ---
16:30 Data, relations and their shape - Radmila Sazdanovic (North Carolina State University, Raleigh, NC, USA)   ()
12:30 Flash talk: Predicting trainability of neural networks by tracing information flows - Yanick Thurn (Julius-Maximilians university of Wuerzburg)   ()
13:00
Lunch (until 14:00) ()
14:00
Excursion (until 17:35) ()
19:00
Banquet (until 22:00) ()
12:30
Lunch (until 14:00) ()
14:00 Analytical approaches to the learning dynamics of neural networks - II - Sebastian Goldt (International School of Advanced Studies, Trieste, Italy)   ()
16:00 --- Coffee break ---
16:30 Modelling complex systems as interacting agents - Christopher Fields (Tufts University, Medford, MA, US)   ()
18:30
Closing (until 19:00) ()