Program
| Time |
Event |
|
|
09:00 - 09:30
|
Coffee break (Cafétéria LAL) |
|
|
09:30 - 10:00
|
Phase transitions in statistical inference (Auditorium Pierre Lehmann) - Marc Mézard (ENS, Paris) |
|
|
10:00 - 10:30
|
Sparse matrix factorization, and its applications in astrophysics (Auditorium Pierre Lehmann) - Jerome Bobin (CosmoStat, CEA) |
|
|
10:30 - 11:00
|
Attacking inverse problems with deep learning (Auditorium Pierre Lehmann) - Patrick Perez (Valeo AI, Paris) |
|
|
11:00 - 11:30
|
Coffee break (Cafétéria LAL) |
|
|
11:30 - 12:00
|
The Cosmostatistics Initiative - reshaping interdisciplinary science development (Auditorium Pierre Lehmann) - Emille Ishida (LPC, Univ. Pascal) |
|
|
12:00 - 12:15
|
Single biomolecule at the age of Big Data: Probabilistic Pipeline and identity of random walks (Auditorium Pierre Lehmann) - Jean-Baptiste Masson (Institut Pasteur) |
|
|
12:15 - 12:40
|
Neuromorphic functionalities in transition metal oxides systems (Auditorium Pierre Lehmann) - Marcelo Rozenberg (LPS, Orsay) |
|
|
12:40 - 14:00
|
Lunch |
|
|
14:00 - 14:30
|
Advances in Machine Learning in High Energy Physics (Auditorium Pierre Lehmann) - David Rousseau (LAL, Université Paris-Saclay) |
|
|
14:30 - 15:00
|
Distributional Reinforcement Learning (Auditorium Pierre Lehmann) - Rémi Munos (Google DeepMind) |
|
|
15:00 - 15:30
|
Is ML ready for HEP (Auditorium Pierre Lehmann) - Cécile Germain (LRI, Univ. Paris-Saclay) |
|
|
15:30 - 16:00
|
Optimization strategies for fast unsupervised learning on multivariate time-series (Auditorium Pierre Lehmann) - Alexandre Gramfort (Inria, Parietal Team, Univ. Paris-Saclay) |
|
|
16:00 - 16:30
|
Coffee break (Cafétéria LAL) |
|
|
16:30 - 16:45
|
Thermodynamics of Restricted Boltzmann Machines (Auditorium Pierre Lehmann) - Giancarlo Fissore (LRI, Univ. Paris-Saclay) |
|
|
16:45 - 17:00
|
A Tail-Index Analysis of Stochastic Gradient Noise in Deep Neural Networks (Auditorium Pierre Lehmann) - Umut Simsekli (Telecom ParisTech) |
|
|
17:00 - 17:15
|
Introduction of IPa (Auditorium Pierre Lehmann) - Denis Ullmo (Directeur Institut Pascal) |
|
|
17:15 - 19:00
|
Poster Session, discussions and guided visit of ACO museum (Espace ACO) |
|
| Time |
Event |
|
|
09:00 - 09:30
|
Coffee break (Cafétéria LAL) |
|
|
09:30 - 10:00
|
Multiscale Physical Data Analysis with Deep Neural Networks (Auditorium Pierre Lehmann) - Stephane Mallat (ENS and College de France, Paris) |
|
|
10:00 - 10:30
|
Reconstructing the mutational landscape of protein from sequence data (Auditorium Pierre Lehmann) - Simona Cocco (LPS, ENS, Paris) |
|
|
10:30 - 11:00
|
Machine learning on the symmetric group (Auditorium Pierre Lehmann) - Jean Philippe Vert (Google Brain, Paris) |
|
|
11:00 - 11:30
|
Coffee break (Cafétéria LAL) |
|
|
11:30 - 12:00
|
Likelihood-free inference in Physical Sciences (Auditorium Pierre Lehmann) - Gilles Louppe (Université de Liège) |
|
|
12:00 - 12:15
|
Emulating cosmic web simulations with Generative Adversarial Networks (Auditorium Pierre Lehmann) - Marion Ullmo (IAS) |
|
|
12:15 - 12:30
|
Variational neural network ansatz for steady-states in open quantum systems (Auditorium Pierre Lehmann) - Filippo Vicentini (Laboratoire MPQ, Univ. Paris Diderot) |
|
|
12:30 - 13:50
|
Lunch (Espace ACO) |
|
|
13:50 - 14:20
|
On the capacity limit point in negative perceptrons, and two layer networks (Auditorium Pierre Lehmann) - Silvio Franz (LPTMS, Orsay) |
|
|
14:20 - 14:50
|
Optical random features for large-scale machine learning (Auditorium Pierre Lehmann) - Laurent Daudet (LightOn, Paris) |
|
|
14:50 - 15:20
|
Scaling of generalisation with number of parameters in deep learning (Auditorium Pierre Lehmann) - Matthieu Wyart (EPFL, Lausanne) |
|
|
15:20 - 15:50
|
Coffee break (Cafétéria LAL) |
|
|
15:50 - 16:20
|
Taming chaos with Collective and Artificial Intelligences: From Physics to Society (Auditorium Pierre Lehmann) - Raphael Lasseri (CEA/IRFU/ESNT) |
|
|
16:20 - 16:35
|
Interpretable machine learning techniques for CLAS12 data analysis (Auditorium Pierre Lehmann) - Noëlie Cherrier (CEA, LIST and Irfu) |
|
|
16:35 - 16:50
|
InTheArt (Auditorium Pierre Lehmann) - Valerie Gautard (CEA/IRFU) |
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