Name: Probabilistic sampling for physics: finding needles in a field of high-dimensional haystacks
Start: 2023-09-04T09:00:00+02:00
End: 2023-09-22T17:00:00+02:00
Location: Institut Pascal

Monday, September 4, 2023
9:30 AM Welcome Week 1 - Amphitheatre
Welcome Week 1 - Amphitheatre
9:30 AM - 10:30 AM
Contributions

9:30 AM Welcome address
10:30 AM Flashtalks - Amphitheatre
Flashtalks - Amphitheatre
10:30 AM - 11:00 AM

11:00 AM Coffee/Tea break Cathedrale
Coffee/Tea break Cathedrale
11:00 AM - 11:30 AM
11:30 AM Tony Lelièvre - Amphitheatre
Tony Lelièvre - Amphitheatre
11:30 AM - 12:30 PM
Contributions

11:30 AM Finding saddle points of energy landscapes: why and how? - Tony LELIEVRE (Ecole des Ponts ParisTech)
12:30 PM Lunch - Buffet at IPa
Lunch - Buffet at IPa
12:30 PM - 2:00 PM
2:00 PM Pierre Monmarché - Amphitheatre
Pierre Monmarché - Amphitheatre
2:00 PM - 3:00 PM
Contributions

2:00 PM Exploration with saddle point search - Pierre Monmarche
3:00 PM Coffee/Tea break Cathedrale
Coffee/Tea break Cathedrale
3:00 PM - 3:30 PM
3:30 PM Thomas Swinburne - Amphitheatre
Thomas Swinburne - Amphitheatre
3:30 PM - 4:30 PM
Contributions

3:30 PM Predicting the atomic kinetics of materials with uncertainty - Thomas Swinburne (Centre Interdisciplinaire de Nanoscience de Marseille, CNRS, Aix-Marseille Université)
4:30 PM Session 1 - Amphitheatre
Session 1 - Amphitheatre
4:30 PM - 5:30 PM
Contributions

4:30 PM Metastability - Thomas Swinburne (Centre Interdisciplinaire de Nanoscience de Marseille, CNRS, Aix-Marseille Université)
Tuesday, September 5, 2023
10:00 AM Martin Weigel - Amphitheatre
Martin Weigel - Amphitheatre
10:00 AM - 11:00 AM
Contributions

10:00 AM Population Monte Carlo as a meta-algorithm - Martin Weigel (Chemnitz University of Technology, Chemnitz, Germany)
11:00 AM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
11:00 AM - 11:30 AM
11:30 AM Misaki Ozawa - Amphitheatre
Misaki Ozawa - Amphitheatre
11:30 AM - 12:30 PM
Contributions

11:30 AM Sampling glassy disordered systems - Misaki Ozawa (CNRS, Univ. Grenoble Alpes, France)
12:30 PM Lunch - IPa Canteen
Lunch - IPa Canteen
12:30 PM - 2:00 PM
2:00 PM Manon Michel - Amphitheatre
Manon Michel - Amphitheatre
2:00 PM - 3:00 PM
Contributions

2:00 PM Upgrading MCMC dynamics by necessary symmetries and non-reversibility - Manon MICHEL (LMBP)
3:00 PM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
3:00 PM - 3:30 PM
3:30 PM Session 2 - Amphitheatre
Session 2 - Amphitheatre
3:30 PM - 4:30 PM
Contributions

3:30 PM Beyond random-walk behavior - Manon MICHEL (LMBP)
4:30 PM Social drinks at IPa - Terrace
Social drinks at IPa - Terrace
4:30 PM - 6:00 PM
Wednesday, September 6, 2023
10:00 AM Stéphane Mallat - Amphitheatre
Stéphane Mallat - Amphitheatre
10:00 AM - 11:00 AM
Contributions

10:00 AM Multiscale Interaction Models of Physical Energies and Deep Networks - Stéphane Mallat (ENS Paris)
11:00 AM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
11:00 AM - 11:30 AM
11:30 AM Grant Rotskoff - Amphitheatre
Grant Rotskoff - Amphitheatre
11:30 AM - 12:30 PM
Contributions

11:30 AM Sampling with generative models - Grant Rotskoff (Stanford University)
12:30 PM Lunch - IPa Canteen
Lunch - IPa Canteen
12:30 PM - 2:00 PM
2:00 PM Beatriz Seoane - Amphitheatre
Beatriz Seoane - Amphitheatre
2:00 PM - 3:00 PM
Contributions

2:00 PM The effect of Monte Carlo Sampling in the training of Energy Based Models - Beatriz Seoane Bartolomé (LISN)
3:00 PM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
3:00 PM - 3:30 PM
3:30 PM Marylou Gabrié - Amphitheatre
Marylou Gabrié - Amphitheatre
3:30 PM - 4:30 PM
Contributions

3:30 PM Opportunities and challenges in enhancing sampling with generative models - Marylou Gabrié (École Polytechnique)
4:30 PM Session 3 - Amphitheatre
Session 3 - Amphitheatre
4:30 PM - 5:30 PM
Contributions

4:30 PM Learning and Sampling - Grant Rotskoff (Stanford University)
Thursday, September 7, 2023
10:00 AM Feliks Nüske - Amphitheatre
Feliks Nüske - Amphitheatre
10:00 AM - 11:00 AM
Contributions

10:00 AM Dimensionality Reduction and Metastability Analysis using the Koopman Operator - Feliks Nüske (Max Planck Institute DCTS Magdeburg)
11:00 AM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
11:00 AM - 11:30 AM
11:30 AM - Amphitheatre
- Amphitheatre
11:30 AM - 12:30 PM
Contributions

11:30 AM Stochastic models form enhanced sampling in Chemistry - Léon Huet (IMPMC - Sorbonne Université)
12:30 PM Lunch - IPa Canteen
Lunch - IPa Canteen
12:30 PM - 2:00 PM
2:00 PM Virginie Ehrlacher - Amphitheatre
Virginie Ehrlacher - Amphitheatre
2:00 PM - 3:00 PM
Contributions

2:00 PM Sparse approximation of the Lieb functional in DFT with moment constraints - Virginie EHRLACHER (Ecole des Ponts ParisTech & INRIA)
3:00 PM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
3:00 PM - 3:30 PM
3:30 PM Alain Durmus - Amphitheatre
Alain Durmus - Amphitheatre
3:30 PM - 4:30 PM
Contributions

3:30 PM Barrier Hamiltonian Monte Carlo - Alain Durmus (Ecole Polytechnique)
4:30 PM Session 4 - Amphitheatre
Session 4 - Amphitheatre
4:30 PM - 5:30 PM
Contributions

4:30 PM Preserving physics in dynamics - Pierre Monmarche
7:00 PM Social dinner
Social dinner
7:00 PM - 9:00 PM
Friday, September 8, 2023
10:00 AM - Amphitheatre
- Amphitheatre
10:00 AM - 11:00 AM
Contributions

10:00 AM Discover committor-consistent path by neural networks - Haochuan Chen (University of Lorraine)

10:30 AM Stochastic Interpolants: A unifying framework for flows and diffusions - Michael Albergo (New York University)
11:00 AM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
11:00 AM - 11:30 AM
11:30 AM - Amphitheatre
- Amphitheatre
11:30 AM - 1:00 PM
Contributions

11:30 AM Beyond translational flows in non-reversible sampling - Tristan Guyon (Laboratoire de Mathématiques Blaise Pascal, Université Clermont-Auvergne)

12:00 PM Sampling efficiency of transverse forces in dense liquids - Federico Ghimenti (Université Paris Cité)

12:30 PM Parallel Replica algorithm for Langevin dynamics and Adaptative Metadynamics - Mouad Ramil
1:00 PM Lunch - IPa Canteen
Lunch - IPa Canteen
1:00 PM - 2:00 PM

2:00 PM Conclusion Week 1 - Cathedrale
Conclusion Week 1 - Cathedrale
2:00 PM - 3:00 PM
Saturday, September 9, 2023
Sunday, September 10, 2023

Monday, September 11, 2023

9:30 AM Welcome Week 2 - Amphitheatre
Welcome Week 2 - Amphitheatre
9:30 AM - 10:00 AM
10:00 AM Gabriel Stoltz - Amphitheatre
Gabriel Stoltz - Amphitheatre
10:00 AM - 11:00 AM
Contributions

10:00 AM Optimizing the diffusion for sampling with overdamped Langevin dynamics Gabriel Stoltz (CERMICS ,Ecole des Ponts and Matherials, Inria Paris) - Gabriel STOLTZ (Ecole des Ponts & Inria Paris)
11:00 AM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
11:00 AM - 11:30 AM
11:30 AM Danny Perez - Amphitheatre
Danny Perez - Amphitheatre
11:30 AM - 12:30 PM
Contributions

11:30 AM Dynamically-accurate biasing using Accelerated Molecular Dynamics - Danny Perez (Los Alamos National Laboratory)
12:30 PM Lunch - Buffet at IPa
Lunch - Buffet at IPa
12:30 PM - 2:00 PM
2:00 PM Mihai Cosmin Marinica - Amphitheatre
Mihai Cosmin Marinica - Amphitheatre
2:00 PM - 3:00 PM
Contributions

2:00 PM Sampling Complex Energy Landscapes in Material Science Using Data-Driven Force Fields - Mihai Cosmin Marinica
3:00 PM Session 5 - Amphitheatre
Session 5 - Amphitheatre
3:00 PM - 4:00 PM
Contributions

3:00 PM Enhanced sampling - Gabriel STOLTZ (Ecole des Ponts & Inria Paris)
4:00 PM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
4:00 PM - 4:30 PM

4:30 PM Hackathon preparation and work organisation - Amphitheatre
Hackathon preparation and work organisation - Amphitheatre
4:30 PM - 5:30 PM
Tuesday, September 12, 2023

9:00 AM

9:00 AM - 10:00 AM
10:00 AM Tim Garoni - Amphitheatre
Tim Garoni - Amphitheatre
10:00 AM - 11:00 AM
Contributions

10:00 AM Limiting distributions of Glauber coupling times - Tim Garoni (Monash University)
11:00 AM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
11:00 AM - 11:30 AM
11:30 AM Pierre Jacob - Amphitheatre
Pierre Jacob - Amphitheatre
11:30 AM - 12:30 PM
Contributions

11:30 AM Coupling methods to de-bias and assess MCMC algorithms - Pierre JACOB (ESSEC Business School)
12:30 PM Lunch - IPa Canteen
Lunch - IPa Canteen
12:30 PM - 2:00 PM
2:00 PM Frédéric Cazals - Amphithéâtre
Frédéric Cazals - Amphithéâtre
2:00 PM - 3:00 PM
Contributions

2:00 PM Sampling protein structure - Frederic Cazals (Inria)
3:00 PM Coffee break
Coffee break
3:00 PM - 3:30 PM
3:30 PM Session 6 - Amphitheatre
Session 6 - Amphitheatre
3:30 PM - 4:30 PM
Contributions

3:30 PM Mixing and convergence - Tim Garoni (Monash University)
4:30 PM Hackathon Launch - Amphitheatre
Hackathon Launch - Amphitheatre
4:30 PM - 5:00 PM

5:00 PM Social drinks at IPa - Terrace
Social drinks at IPa - Terrace
5:00 PM - 7:00 PM
Wednesday, September 13, 2023

9:00 AM

9:00 AM - 10:00 AM
10:00 AM Marija Vulceja - Amphitheatre
Marija Vulceja - Amphitheatre
10:00 AM - 11:00 AM
Contributions

10:00 AM Anomalous thermal relaxations of physical systems - Marija Vucelja (University of Virginia)
11:00 AM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
11:00 AM - 11:30 AM

11:30 AM

11:30 AM - 12:30 PM

12:30 PM Lunch - IPa canteen
Lunch - IPa canteen
12:30 PM - 2:00 PM

2:00 PM

2:00 PM - 3:00 PM

3:00 PM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
3:00 PM - 3:30 PM

3:30 PM Cathedrale
Cathedrale
3:30 PM - 4:00 PM

4:00 PM

4:00 PM - 5:30 PM
Thursday, September 14, 2023

9:00 AM

9:00 AM - 11:00 AM

11:00 AM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
11:00 AM - 11:30 AM

11:30 AM Cathedrale
Cathedrale
11:30 AM - 12:00 PM

12:00 PM

12:00 PM - 12:30 PM

12:30 PM Lunch - IPa canteen
Lunch - IPa canteen
12:30 PM - 2:00 PM
2:00 PM - Amphitheatre
- Amphitheatre
2:00 PM - 3:00 PM
Contributions

2:00 PM Approximate sampling and estimation of partition functions using neural networks - Eiji Kawasaki (CEA)
3:00 PM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
3:00 PM - 3:30 PM
3:30 PM Freddy Bouchet - Amphitheatre
Freddy Bouchet - Amphitheatre
3:30 PM - 4:30 PM
Contributions

3:30 PM Probabilistic forecast of extreme heat waves and climate tipping points using neural networks and rare event simulations - Freddy BOUCHET (ENS, LMD, IPSL)
4:30 PM

4:30 PM - 5:30 PM

7:00 PM Social dinner
Social dinner
7:00 PM - 9:00 PM
Friday, September 15, 2023

9:00 AM

9:00 AM - 10:00 AM
10:00 AM Amphitheatre
Amphitheatre
10:00 AM - 11:00 AM
Contributions

10:00 AM Cooperative learning: improving inference through sampling with coupled systems - Giovanni CATANIA (Universidad Complutense Madrid)

10:30 AM Anharmonic thermo-elasticity of tungsten from accelerated Bayesian adaptive biasing force calculations with data-driven force fields - Anruo Zhong (Université Paris-Saclay, CEA, Service de Recherche en Corrosion et Comportement des Matériaux, SRMP, 91191 Gif-sur-Yvette, France)
11:00 AM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
11:00 AM - 11:30 AM

11:30 AM Amphitheatre
Amphitheatre
11:30 AM - 12:00 PM

12:00 PM

12:00 PM - 12:30 PM

12:30 PM Lunch - IPa canteen
Lunch - IPa canteen
12:30 PM - 2:00 PM

2:00 PM Conclusion week 2 - Amphitheatre
Conclusion week 2 - Amphitheatre
2:00 PM - 3:00 PM

3:00 PM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
3:00 PM - 3:30 PM

3:30 PM

3:30 PM - 5:30 PM
Saturday, September 16, 2023
Sunday, September 17, 2023

Monday, September 18, 2023

9:00 AM

9:00 AM - 10:00 AM
10:00 AM Amphitheatre
Amphitheatre
10:00 AM - 11:00 AM
Contributions

10:00 AM Sampling with flows, diffusion and autoregressive neural networks: A spin-glass perspective - Davide Ghio (EPFL)

10:30 AM Disentangling representations in RBMs without adversaries - Jorge Fernández de Cossío Díaz (PSL)
11:00 AM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
11:00 AM - 11:30 AM

11:30 AM

11:30 AM - 12:00 PM

12:00 PM

12:00 PM - 12:30 PM

12:30 PM Lunch - Buffet at IPa
Lunch - Buffet at IPa
12:30 PM - 2:00 PM

2:00 PM

2:00 PM - 3:00 PM

3:00 PM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
3:00 PM - 3:30 PM

3:30 PM

3:30 PM - 4:30 PM
Tuesday, September 19, 2023

9:00 AM

9:00 AM - 10:00 AM
10:00 AM - Amphitheatre
- Amphitheatre
10:00 AM - 11:00 AM
Contributions

10:00 AM Learning in Restricted Boltzmann Machines: The Critical Role of Sampling Processes - Aurélien DECELLE (Universidad Complutense de Madrid)
11:00 AM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
11:00 AM - 11:30 AM

11:30 AM Cathedrale
Cathedrale
11:30 AM - 12:00 PM

12:00 PM

12:00 PM - 12:30 PM

12:30 PM Lunch - IPa canteen
Lunch - IPa canteen
12:30 PM - 2:00 PM

2:00 PM

2:00 PM - 3:00 PM

3:00 PM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
3:00 PM - 3:30 PM

3:30 PM

3:30 PM - 4:30 PM

4:30 PM Social drinks at IPa - Terrace
Social drinks at IPa - Terrace
4:30 PM - 6:30 PM
Wednesday, September 20, 2023

9:00 AM

9:00 AM - 10:00 AM
10:00 AM - Amphitheatre
- Amphitheatre
10:00 AM - 11:00 AM
Contributions

10:00 AM Renormalization Group Approach for Machine Learning Hamiltonian - Misaki Ozawa (CNRS, Univ. Grenoble Alpes, France)

10:30 AM Sampling with Neural Hamiltonian Flows - Vincent Souveton (LMBP - Université Clermont Auvergne)
11:00 AM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
11:00 AM - 11:30 AM

11:30 AM Cathedrale
Cathedrale
11:30 AM - 12:00 PM

12:00 PM

12:00 PM - 12:30 PM

12:30 PM Lunch - IPa canteen
Lunch - IPa canteen
12:30 PM - 2:00 PM

2:00 PM Perspective brainstorming - Cathedrale
Perspective brainstorming - Cathedrale
2:00 PM - 3:00 PM

3:00 PM Coffee break
Coffee break
3:00 PM - 3:30 PM
3:30 PM Alberto Rosso - Amphitheatre
Alberto Rosso - Amphitheatre
3:30 PM - 4:30 PM
Contributions

3:30 PM Rare events, large deviation and sampling - Alberto ROSSO (LPTMS-CNRS)
4:30 PM

4:30 PM - 5:30 PM
Thursday, September 21, 2023

9:00 AM

9:00 AM - 10:00 AM
10:00 AM - Amphitheatre
- Amphitheatre
10:00 AM - 11:00 AM
Contributions

10:00 AM Conditioning and variance reduction schemes for more accurate estimation of thermodynamic and transport properties of metal alloys - Manuel Athènes
11:00 AM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
11:00 AM - 11:30 AM

11:30 AM Cathedrale
Cathedrale
11:30 AM - 12:00 PM

12:00 PM

12:00 PM - 12:30 PM

12:30 PM Lunch - IPa canteen
Lunch - IPa canteen
12:30 PM - 2:00 PM

2:00 PM

2:00 PM - 3:00 PM

3:00 PM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
3:00 PM - 3:30 PM

3:30 PM

3:30 PM - 5:30 PM

7:00 PM Social dinner
Social dinner
7:00 PM - 9:00 PM
Friday, September 22, 2023

9:00 AM

9:00 AM - 10:00 AM
10:00 AM - Amphitheatre
- Amphitheatre
10:00 AM - 11:00 AM
Contributions

10:00 AM Active particle systems through the lens of piecewise deterministic Markov processes - Léo Hahn (Université Clermont Auvergne)

10:30 AM Splitting schemes for second order approximations of piecewise-deterministic Markov processes - Andrea Bertazzi (CMAP École polytechnique)
11:00 AM Coffee/Tea break - Cathedrale
Coffee/Tea break - Cathedrale
11:00 AM - 11:30 AM

11:30 AM Conclusion - Full program - Cathedrale
Conclusion - Full program - Cathedrale
11:30 AM - 12:30 PM

12:30 PM Lunch - IPa canteen
Lunch - IPa canteen
12:30 PM - 2:00 PM

2:00 PM

2:00 PM - 4:00 PM