International Workshop on Machine Learning and Quantum Computing Applications in Medicine and Physics

from Tuesday, 13 September 2022 (07:00) to Friday, 16 September 2022 (21:00)


        : Sessions
    /     : Talks
        : Breaks
13 Sep 2022
14 Sep 2022
15 Sep 2022
16 Sep 2022
AM
08:40 --- Pre-Coffee / Registration ---
10:00
Openning session (until 12:10) ()
10:00 Welcome address - Krzysztof Kurek (National Centre for Nuclear Research)   ()
10:15 Welcome from the organizers - Wojciech Krzemien (National Centre for Nuclear Research)   ()
10:30 Invited talk: Machine Learning as Applied Technology - Dietmar Millinger (Twingz Development GmbH & GREX IT services GmbH)   ()
11:10 The Artificial Neural Network Model for the simulation of the airborne toxin in the urbanized area - Monika Berendt-Marchel (Siedlce University of Natural Sciences and Humanities) Anna Wawrzynczak (National Centre for Nuclear Research)   ()
11:40 Biased AI image generations models and misconceptions about health conditions - Adam Zadrożny (National Centre for Nuclear Research) Marianna Zadrożna ( )   ()
08:40 --- Pre-Coffee ---
09:00
Machine Learning in Medical Applications 1 (until 12:40) ()
09:00 Invited talk: Can AI make us see beyond the visible: Toward CE marked deep learning software for medical image analysis - Jakub Nalepa (KPLabs, Silesian University of Technology)   ()
09:40 Machine learning for modeling mortality with respect to smog and ambient air temperature. - Tomasz Fruboes (National Centre for Nuclear Research)   ()
10:10 --- Coffee Break ---
10:30 Invited talk: Artificial Intelligence approaches for Monte Carlo simulation in medical physics - David Sarrut (Creatis Medical Imaging Research Center)   ()
11:10 Coincidence classification in the large field-of view J-PET scanners with machine learning methods - Konrad Klimaszewski (National Centre for Nuclear Research)   ()
11:40 Performance of GAN-based augmentation for deep learning COVID-19 image classification - Oleksandr Fedoruk (National Centre for Nuclear Research)   ()
12:10 Towards the use of quantum computers in radiotherapy - Samuele Cavinato (Università degli studi di Padova)   ()
08:40 --- Pre-Coffee ---
09:00
Machine Learning in Medical Applications 2 (until 10:40) ()
09:00 Invited talk: Deep learning image reconstruction for positron emission tomography (PET): present status and future perspectives - Andrew Reader (King's College London)   ()
09:40 Comparison Study of Transformation Methods of Pet Raw Data Into Images for Classification Using Convolutional Neural Networks - Paweł Konieczka (National Centre for Nuclear Research)   ()
10:10 Generative models for intelligent medical data analysis - Kamila Kalecińska (AGH University of Science and Technology)   ()
10:40 --- Conference Photo / Coffe Break ---
11:00
High Performance Computing (until 12:50) ()
11:00 Invited talk: LUMI: Europe’s most powerful supercomputer - Tomasz Malkiewicz (CSC / NeIC)   ()
11:40 Neural Network inference on FPGA-based platforms - Grzegorz Korcyl (Jagiellonian University)   ()
12:20 EuroCC - National Competence Center for HPC - Marek Magrys (ACC Cyfronet AGH)   ()
08:40 --- Pre-Coffee ---
09:00
Machine Learning in Particle Physics and Astrophysics (until 12:40) ()
09:00 Invited talk: Machine learning applications in astrophysics - Agnieszka Pollo (National Centre for Nuclear Research AND Jagiellonian University)   ()
09:40 Finding Strong Gravitational Lenses with Self-Attention - Hareesh Thuruthipilly (National Center for Nuclear Research (NCBJ))   ()
10:10 Machine learning driven analysis of the calibration data for upgraded LHCb Velo. - Maciej Majewski (AGH University of Science and Technology)   ()
10:40 --- Coffee Break ---
11:00 Invited talk: Statistically Learning the Next Standard Model from LHC Data - Wolfgang Waltenberger (HEPHY)   ()
11:40 Machine learning solutions for cluster reconstruction in planar calorimeters - Michał Mazurek (NCBJ)   ()
12:10 Machine Learning methods for simulating particle response in the Zero Degree Calorimeter at the ALICE experiment, CERN - Jan Dubiński (Warsaw University of Technology)   ()
PM
12:10 --- Lunch break ---
14:00
Quantum simulations, computing and machine learning (until 16:20) ()
14:00 Invited talk: The Potential of Quantum Information in Machine Learning applied to Quantum Physics and Medicine - Beatrix Hiesmayr (University of Vienna)   ()
14:40 Quantum simulations of loop quantum gravity - Grzegorz Czelusta (Jagiellonian University)   ()
15:10 --- Coffee Break ---
15:40 Invited talk: Multispectral Satellite Data Analysis Using Support Vector Machines With Quantum Kernels - Artur Miroszewski (Jagiellonian University)   ()
12:40 --- Lunch Break ---
14:30
Quantum Circuits Tutorial (until 18:00) ()
14:30 Hands-on session for quantum circuits and simulation of noisy algorithms - part 1 - Jami Rönkkö (IQM)   ()
16:00 --- Coffe Break ---
16:20 Hands-on session for quantum circuits and simulation of noisy algorithms - part 2 - Jami Rönkkö (IQM)   ()
12:50 --- Lunch break ---
14:30
EuroCC LUMI Tutorial (until 18:00) ()
14:30 EuroCC technical tutorial on LUMI European Pre-Exascale Supercomputer - part 1 - Maciej Szpindler (ACC Cyfronet AGH)   ()
16:00 --- Coffee Break ---
16:20 EuroCC technical tutorial on LUMI European Pre-Exascale Supercomputer - part 2 - Maciej Szpindler (ACC Cyfronet AGH)   ()
19:00
Conference Dinner (until 23:00) ()
12:40 --- Lunch break ---
14:30
EuroCC Transfer Learning Tutorial (until 18:00) ()
14:30 EuroCC tutorial on transfer learning in computer vision - part 1 - Michał Obara (National Centre for Nuclear Research)   ()
16:00 --- Coffee Break ---
16:20 EuroCC tutorial on transfer learning in computer vision - part 2 - Aleksander Ogonowski (National Centre for Nuclear Research)   ()
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