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Artificial intelligence, mathematics and physics

27-28 September, 2021

CY Advanced Studies, Maison Internationale de la Recherche, CY Université Cergy-Paris

Organisers: A. Honecker (CY Cergy-Paris), R.A. Römer (Warwick)


Zoom meeting link (will go live Monday, Sep 27th at 8:45am/EU): Click here!



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Background and Purpose

Artificial intelligence and its incarnation as machine learning have matured to the level that researchers in fields such as Condensed Matter theory have during the past few years started to use the related tools in their ow research activities. First applications include the characterization of physical properties, such as identification of phases, as well as the determination of model parameters. In mathematics, there are questions about the framework behind machine learning and the characterization of the output of artificial intelligence. Further far-reaching consequences include ethical questions about the way how research is performed, and in particular ethical issues once human beings become a subject of such data-driven research themselves.

The purpose of this 2-day workshop is to bring together a broad panel of researchers from CY Cergy Paris Université with active interest in such questions, their international partners, notably from the University of Warwick and the MajuLab in Singapore, and a selection of both regional and international experts in the field in order to review the current status and to explore both scientific perspectives as well as potential future projects for collaboration.


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Programme

[ Abstract booklet 240921]

Time
(in Paris/EU)
Title Speaker (online/in person)
Monday, September 27th, 2021 click here for zoom link
8:30-9:00 (EU) Registration and Morning Coffee  
Morning Chair: Rudo Roemer
09:00-09:15 (EU) Welcome Andreas and Rudo
09:15-10:00 (EU) Machine learning magneto-fingerprints Tomi Ohtsuki
10:00-10:45 (EU) Topological electrostatics Dima Kovrizhin
10:45-11:30 (EU) Adaptive quantum state tomography with neural networks Hui Khoon Ng
11:30-12:15 (EU) Artificial intelligence optimisation may lead to unethical solutions Robert MacKay
12:15-14:00 (EU) Lunch Break  
Afternoon Chair 1: Mats Granath
14:00-14:15 (EU) Machine learning the 2D percolation model Djenabou Bayo
14:15-14:30 (EU)

Data-driven approaches for correcting artefacts on Compton scattered tomographic images

Cecilia Tarpau
14:30-15:00 (EU) Gaussian Approximation Potentials: fitting interatomic models from big data Albert Bartok-Partay
15:00-15:15 (EU) A Gaussian Approximation Potential for the TiAl system Connor Allen
15:15-15:45 (EU) Tea Break  
Afternoon Chair 2: Katarina Karlova
15:45-16:00 (EU) Machine Learning Methods applied to the 2D Ising Model Burak Civitcioglu
16:00-16:45 (EU) Spin-1/2 Heisenberg diamond and octahedral chains as a statistical-mechanical problem of hard-core monomers and dimers Jozef Strecka
16:45-17:30 (EU) Phase diagram study of a 2D frustrated Ising antiferromagnet via unsupervised machine learning Santiago Acevedo
18:00- something to eat  
Time
(in Paris/EU)
Title Speaker
Tuesday, September 28th, 2021 click here for zoom link
09:00-9:15 (EU) Morning Coffee  
Morning Chair: Andreas Honecker
09:15-10:00 (EU) Loop models and the universal distribution of the loop lengths Daniel Ueltschi
10:00-10:45 (EU) Classifying topological band structures using neural networks and topological data augmentation Mats Granath
10:45-11:30 (EU) Quantum enhanced machine learning for Covid-19 and Anderson metal-insulator predictions Michael Hilke
11:30-12:15 (EU) Machine Learned Interatomic Potentials for Theoretical Spectroscopy of Molecules in Solvent Environments Nicholas Hine
12:15-14:00 (EU) Lunch Break  
Afternoon Chair 1: Michael Hilke
14:00-14:20 (EU) Localized-magnon approach for spin-1/2 Heisenberg diamond-like decorated square lattice Katarina Karlova
14:20-14:40 (EU) Critical phenomena in anisotropic S=1 Heisenberg antiferromagnets on the honeycomb lattice Nils Caci
14:40-15:20 (EU) Electronic flat-bands in 2D materials Guy Trambly de Laissardière
15:20-15:45 (EU) Tea Break  
Afternoon Chair 2: Jozef Strecka
15:45-16:30 (EU) Unsupervised Collaborative Machine Learning: Methods and Applications Nistor Grozavu
16:30-17:15 (EU) Discovering nonlinear resonances through physics-inspired machine learning Giorgos Tsironis
18:00- something to eat  

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Participants

Participation is by invitation only. Please contact an organizer if you think this workshop looks as if it would be of interest to you. Normally, we would be happy to accept self-invitations, but may not be able to pay for any expenses in this case.

The symposium will start at 09:00 - 10:00 a.m. on Monday, September 27th, 2021, at CY Advanced Studies. Note that CY Advanced Studies is located at the outskirts of Neuville and not in Cergy centre. See https://iea.u-cergy.fr/fr/venir-a-la-mir.html for travel details and for maps. In case you come by car, parking is available for delegates at our car park.This list of participants is accurate as of 26/09/21.

  Name Affiliation Status
  Santiago Acevedo CONICET - Instituto de Pisica La Plata, UNLP, Buenos Aires, Argentina online
  Connor Allen Physics, Warwick University, UK online
  Albert Bartok-Partay Physics, Warwick University, UK online
  Djenabou Bayo Physics, Warwick University, UK and LPTM, CYU, France 26 Sep - 01 Oct
  Baran Bayraktaroglu University of Helsinki, Finland online
  Nils Caci RWTH Aachen, Germany 26-29 Sep
  David Carvalho INDUCTIVA Research Labs, Portugal online
  Maria Castro INDUCTIVA Research Labs, Portugal online
  Burak Çivitcioğlu CY-Cergy-Paris Université, France 26 Sep - 01 Oct
  Yérali Gandica CY-Cergy-Paris Université, France online
  Mats Granath Goteborg University, Sweden 26-29 Sep
  Huriye Ertay Institut Polytechnique de Paris 27-28 Sep
  Andreas Honecker LPTM, CYU Cergy-Paris, France 26 Sep - 01 Oct
  Nicholas Hine Physics, Warwick University, UK online
  Michael Hilke McGill University, Montreal, Canada 26-29 Sep
  Katarina Karlova P. J. Safarik University in Kosice, Slovakia 26-29 Sep
  Dimitris Kotzinos Lab. ETIS UMR 8051
CY Cergy Paris University, ENSEA, CNRS
27-28 Sep
  Flora Koukiou LPTM
CY Cergy Paris Université
27-28 Sep
  Firtina Kucuk University College Dublin, Ireland online
  Carlos Alberto Lamas CONICET - Instituto de Pisica La Plata, UNLP, Buenos Aires, Argentina online
  David Lima University of Porto, Portugal online
  Jie Liu Xiangtan University, Hunan, China online
  Xialong Liu Xiangtan University, Hunan, China online
  Elisabath Logak CYU Mathematics, France online
  Robert MacKay Mathematics, Warwick University, UK online
  Angus MacKinnon Imperial College London, UK online
  Manuel Madeira Inductiva Research Labs, Portugal online
  Carlo Maino Certara UK Ltd, Simcyp Division, UK online
  Arlego Marcelo Instituto de Pisica La Plate, Buenos Aires, Argentina online
  José Matos University of Porto, Portugal online
  Peter Mühlbacher Warwick University, UK online
  Hui Khoon Ng Yale NUS, Singapore online
  Tomi Ohtsuki Sophia University, Tokyo, Japan online
  James Partington Physics graduate of Warwick, UK online
  Hugo Penedones INDUCTIVA Research Labs, Portugal online
  João Pedro Pires University of Porto, Portugal online
  Rudo Römer Physics, Warwick University, UK 26 Sep - 01 Oct
  Gonçalo Roboredo University of Porto, Portugal online
  Matthias Stosiek Physics Division, Sophia University, Tokyo online
  Jozef Strecka P. J. Safarik University in Kosice, Slovakia 26-29 Sep
  Cecilia Tarpau LPTM, CYU, France 26 Sep - 01 Oct
  Guy Trambly de Laissardière LPTM, CY Cergy Paris Université / CNRS 27-28 Sep
  Giorgos Tsironis University of Crete, Greece online
  Daniel Ueltschi Mathematics, Warwick University, UK online
  Imre Varga Budapest University of Technology and Economics, Hungary online
  Sascha Wald Statistical Physics Group, Coventry University, UK online
  Janak Wedagedera Certara UK Ltd, Sheffield, UK online
  Stefan Wessel RWTH Aachen University, Germany online
  Ozgun Yilmaz ENSEA, Cergy, France online

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Venue and Accommodation

Registration will be held in the entrance hall of CY Advanced Studies. If one travels via CDG airport, then bus 9518 takes you to Cergy Prefecture within 50 minutes. This is much faster than going through Paris centre via Metro and, since the start is at CDG while the end is at Cergy Prefecture, one gets a seat and can "rest" until the end. A PDF download of the schedule is available via here (click on the "telecharger" button for a PDF). The bus starts at stop G of the Roissypole gare bus station at terminal 3 of CDG, easily connected from termials 2 (Air France) and 1 via the airport shuttle CDGVL. The ticket is 2EUR and drivers accept coins and cash (since Covid19, drivers may refuse anything but the correct change!). The last leg from Cergy prefecture (train station) is a single stop towards Paris on the RER trains towards "Neuville-Universite". The final 500 meters on foot can be seen here where also travel for car, train and RER from Paris is explained. Car parking will be limited to 2-3 spaces.

The workshop will start with the registration at CY Advanced Studies. Accommodation for invited speakers shall be provided. In case you are self-invited, please arrange your stay privately.


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Contact

Prof. Rudolf A Römer
Physics Department
University of Warwick
Coventry CV4 7AL
United Kingdom

e-mail: Francesca Rondina (conference secretary)
Phone: +44 (0)24 76574328
Fax: +44 (0)24 76150897