Workshop II: Mathematical Aspects of Quantum Learning

Part of the Long Program Mathematical and Computational Challenges in Quantum Computing
October 16 - 20, 2023

Schedule

All times in this Schedule are Pacific Time (PT)

Monday, October 16, 2023

Morning Session
8:00 - 8:50 Breakfast (hosted by IPAM)
8:55 - 9:00 Welcome & Opening Remarks

SESSSION CHAIR: Jens Eisert
9:00 - 9:50
Nathan Wiebe (University of Toronto)

 

 
10:00 - 10:15 Break
10:15 - 11:05
Maria Schuld (Xanadu Quantum Technologies)

How to rethink quantum machine learning
PDF Presentation

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

Afternoon Session

SESSSION CHAIR: Nathan Wiebe
2:30 - 3:20
3:30 - 4:00 Break
4:00 - 4:50
5:00 - 5:15 Lightning Poster Session
5:15 - 6:30 Poster Session & Reception (Hosted by IPAM)

Tuesday, October 17, 2023

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

SESSSION CHAIR: Maria Kieferova
9:00 - 9:50
10:00 - 10:15 Break
10:15 - 11:05
Matthias Caro (Freie Universität Berlin)

Classical Verification of Quantum Learning
PDF Presentation

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

Afternoon Session

SESSSION CHAIR: Maria Schuld
2:30 - 3:20
3:30 - 4:00 Break
4:00 - 4:50
Zoe Holmes (EPFL (Ecole Polytechnique Fédérale de Lausanne))

Exponential Concentration in Quantum Generative Modeling and Quantum Kernel Methods

 

Wednesday, October 18, 2023

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

SESSION CHAIR: Matthias Caro
9:00 - 9:50
Srinivasan Arunachalam (IBM Research - Almaden )

Overview of learning structured quantum states

 
10:00 - 10:15 Break
10:15 - 11:05
Daniel Liang (Rice University)

Learning Beyond Stabilizer States
PDF Presentation

 
11:15 - 11:30 Break
11:30 - 12:20
Hsin-Yuan (Robert) Huang (California Institute of Technology)

(Remote Speaker) Learning to predict arbitrary quantum processes
PDF Presentation

 
12:30 Group Photo
12:30 - 2:30 Lunch (on your own)

Afternoon Session

SESSION CHAIR: Ryan Sweke
2:30 - 3:20
Marika (Maria) Kieferova (University of Technology, Sydney)

Generating Approximate Ground States of Molecules Using Quantum Machine Learning

 
3:30 - 4:00 Break
4:00 - 4:50

Thursday, October 19, 2023

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

SESSSION CHAIR: Srinivasan Anurachalam
9:00 - 9:50
Vojtěch Havlíček (IBM Thomas J. Watson Research Center)

Quantum Statistical Query Learning I.

 
10:00 - 10:15 Break
10:15 - 11:05
Louis Schatzki (University of Illinois at Urbana-Champaign)

Quantum Statistical Query Learning II.

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

Afternoon Session
2:30 SESSSION CHAIR: Srinivasan Anurachalam
2:30 - 3:20
3:30 - 4:00 Break
4:00 - 4:50 Panel Discussion (Moderator: Jens Eisert)

Friday, October 20, 2023

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

SESSSION CHAIR: Zoe Holmes
9:00 - 9:50
Roger Melko (University of Waterloo)

Language Models for Quantum Simulation

 
10:00 - 10:15 Break
10:15 - 11:05
Amira Abbas (University of Amsterdam)

On quantum backpropagation and information reuse

 
11:15 - 11:30 Break
11:30 - 12:20