Machine Learning for High Energy Physics, on and off the Lattice
Event Information
About this event
Machine Learning for High Energy Physics, on and off the Lattice
Starts: 27 Sep 2021, 09:00 Europe/Rome
Ends: 1 Oct 2021, 14:00 Europe/Rome
Venue: ECT*, Aula Renzo Leonardi with limited on-site participation, provided that the pandemic situation permits this.
Organizers:
- Andreas Athenodorou - Università di Pisa & The Cyprus Institute
- Dimitrios Giataganas - National Sun Yat-sen University
- Biagio Lucini - Swansea University
- Enrico Rinaldi - University of Michigan
- Kyle Cranmer - New York University
- Constantia Alexandrou - University of Cyprus & The Cyprus Institute
Abstract
Machine learning (ML) has been recently used as a very effective tool for the study and prediction of data in various fields of physics, from statistical physics to theoretical high energy physics. The aim of this workshop is to bring together active researchers on ML and Physics to interact and initiate a collaborative effort to investigate timely problems on Lattices and Theoretical High Energy Physics. Hence we invite scientists with research areas covering a broad spectrum to present their work. Some of the topics which will be highlighted are supervised and unsupervised identification of phase transitions on lattice models, applications of generative algorithms in the production of lattice configurations, applications of machine learning estimators in observables in Lattice QCD and the connection of ML with Renormalization Group as well as the gauge/gravity correspondence
Organiser ECT*
Organiser of Machine Learning for High Energy Physics, on and off the Lattice
ECT* - European Centre for Theoretical Studies in Nuclear Physics and Related Areas
The European Centre for Theoretical Studies in Nuclear Physics and Related Areas (ECT*) in Trento (Italy) provides a dedicated and structured combination of scientific activities for a large international scientific community. ECT* acts as an "intellectual" centre of competence, complementary in scope and activities to existing research facilities based at universities or experimental laboratories. It promotes coordination of European research efforts in nuclear physics and related research areas.
