Workshop IV: Monte Carlo and Machine Learning Approaches in Quantum Mechanics

Part of the Long Program Advancing Quantum Mechanics with Mathematics and Statistics
May 23 - 27, 2022

Schedule

All times in this Schedule are Pacific Time (PT)

Monday, May 23, 2022

Morning Session
8:00 - 8:55 Check-In/Breakfast (Hosted by IPAM)
8:55 - 9:00 Welcome & Opening Remarks: Dean Miguel García-Garibay (Dean of Physical Sciences, UCLA) and Dima Shlyakhtenko (Director, IPAM)

SESSION CHAIR: David Ceperley
9:00 - 9:50
10:00 - 10:15 Break
10:15 - 10:55
11:05 - 11:30 Break
11:30 - 12:20
12:30 - 2:30 Lunch (on your own)

Afternoon Session

SESSION CHAIR: Kieron Burke
2:30 - 3:20
Eran Rabani (University of California, Berkeley (UC Berkeley))

Stochastic Density Functional Theory

 
3:30 - 3:45 Break
3:45 - 4:35
Shiwei Zhang (Flatiron Institute)

Auxiliary-field methods for quantum materials

 
4:45 - 5:10 Lightning Poster Session
5:10 - 6:45 Poster Session & Reception (Hosted by IPAM)

Tuesday, May 24, 2022

Morning Session
8:00 - 9:00 Breakfast (hosted by IPAM)

SESSION CHAIR: Marivi Fernandez Serrra
9:00 - 9:50
Giuseppe Carleo (École Polytechnique Fédérale de Lausanne (EPFL))

Virtual Talk: “Fermionic neural-network quantum states”.

 
10:00 - 10:15 Break
10:15 - 10:55
11:05 - 11:30 Break
11:30 - 12:20
Leslie Vogt-Maranto (New York University)

Molecular Electron Densities via Machine Learning

 
12:30 - 2:30 Lunch (on your own)

Afternoon Session

SESSION CHAIR: Jonathan Weare
2:30 - 3:20
3:30 - 4:00 Break
4:00 - 4:50

Wednesday, May 25, 2022

Morning Session
8:00 - 9:00 Breakfast (hosted by IPAM)

SESSION CHAIR: Aurora Pribram-Jones
9:00 - 9:50
Juan Carrasquilla (Vector Institute)

Variational Neural Annealing

 
10:00 - 10:15 Break
10:15 - 11:05
Andrea Tirelli (International School for Advanced Studies (SISSA/ISAS))

Virtual Talk: TBA

 
11:15 - 11:30 Break
11:30 - 12:20
12:30 - 2:30 Lunch (on your own)

Afternoon Session

SESSION CHAIR: Lucas Wagner
2:30 - 3:20
3:30 - 4:00 Break
4:00 - 4:50
Jan Hermann (Freie Universität Berlin)

Neural-network wave functions for quantum chemistry

 

Thursday, May 26, 2022

Morning Session
8:00 - 9:00 Breakfast (hosted by IPAM)

SESSION CHAIR: Mark Tuckerman
9:00 - 9:50
10:00 - 10:15 Break
10:15 - 11:05
Kieron Burke (University of California, Irvine (UCI))

'Conditional probability density functional theory'

 
11:15 - 11:30 Break
11:30 - 12:20
David Ceperley (University of Illinois at Urbana-Champaign)

"Quantum Monte Carlo and Machine Learning Simulations of Dense Hydrogen"

 
12:30 - 2:00 Lunch (on your own)

Afternoon Session

SESSION CHAIR: Shiwei Zhang
2:00 - 2:50
3:00 - 3:15 Break
3:15 - 4:05
4:15 - 4:30 Break
4:30 - 5:20

Friday, May 27, 2022

Morning Session
8:00 - 9:00 Breakfast (hosted by IPAM)

SESSION CHAIR: TBD
9:00 - 9:50
Julia Westermayr (University of Warwick)

Physically inspired machine learning for excited states

 
10:00 - 10:15 Break
10:15 - 11:05
11:15 - 11:30 Break
11:30 - 12:20
Ilyes Batatia (University of Cambridge)

"Unified understanding of E(3)-Equivariant Interatomic Potentials : Theory and Applications"