Thursday, March 21, 2019
| 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) |
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Friday, March 22, 2019
| 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) |
