Machine Learning for Quantum Matter

International Workshop
24 - 28 February 2025

The frontiers in quantum matter and quantum technologies provide numerous connection points, where modern machine learning (ML) methods can become key for further advancements. This workshop covers recent achievements and promising directions for ML at the intersection of condensed matter physics, quantum optics, quantum information and computing.

We plan an on-site workshop. Talks and posters will exclusively be presented on-site.

Topics include

  • Control of quantum systems
  • Machine learning applied to quantum experiments
  • Analysis of quantum data
  • Machine learning techniques for quantum computing and quantum simulation
  • Variational algorithms
  • Deep learning for quantum systems
  • Neural quantum states
  • Machine learning with tensor networks
  • Non-equilibrium quantum dynamics
  • Exotic phases of matter
  • Monitored quantum dynamics

Confirmed invited speakers

Monika Aidelsburger (DE)
Annabelle Bohrdt (DE)
George Booth (UK)
Giuseppe Carleo (CH)
Stefanie Czischek (CA)
Marcello Dalmonte (IT)
Anna Dawid (NL)
Martin Gärttner (DE)
Markus Heyl (DE)
Richard Kueng (AT)
Zala Lenarčič (SI)
Di Luo (US)
Florian Marquardt (DE)
Peter McMahon (US)
Roger Melko (CA)
Friederike Metz (CH)
Yusuke Nomura (JP)
Lode Pollet (DE)
Evert van Nieuwenburg (NL)
Lei Wang (CN)
Christof Weitenberg (DE)
Nobuyuki Yoshioka (JP)
Pan Zhang (CN)

 

Scientific coordinators

Juan Felipe Carrasquilla Álvarez
(ETH Zurich, CH)

Markus Schmitt
(Universität Regensburg, DE)

Filippo Vicentini
(École Polytechnique Paris, FR)

Organisation

Katrin Lantsch

(MPIPKS Dresden)

Application

Applications are welcome and should be made by using the application form. The application deadline is 30th November 2024. The number of attendees is limited.

The registration fee for the international workshop is 200 Euro and should be paid by all participants.

Costs for accommodation and meals will be covered by the Max Planck Institute.

Limited funding is available to partially cover travel expenses.

Scientific program

Program structure:

Sunday, 23rd February - arrival (recommended)

Monday, 24th February, 9:30 a.m. - program start

Friday, 28th February, noon - program closure & departure

The detailed program will be available by mid-January 2025.

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How to reach us

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Useful information for your way to the venue.

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