2nd International Workshop on Machine Learning and Quantum Computing Applications in Medicine and Physics

from Monday, 3 June 2024 (08:00) to Friday, 7 June 2024 (18:30)


        : Sessions
    /     : Talks
        : Breaks
3 Jun 2024
4 Jun 2024
5 Jun 2024
6 Jun 2024
7 Jun 2024
AM
09:00 --- Pre-Coffee / Registration ---
10:00
LUMI tutorial (until 13:00) ()
10:00 Using machine learning frameworks on LUMI - Maciej Szpindler (ACK Cyfronet)   ()
08:30 --- Pre-Coffee / Registration ---
10:00
Opening session (until 12:30) ()
10:00 Welcome address - Prof. Agnieszka Pollo (National Centre for Nuclear Research AND Jagiellonian University)   ()
10:15 Welcome from the organizers - Wojciech Krzemien (NCBJ)   ()
10:25 Machine learning vs. network science: A comparison of two paradigms for the interpretation of high-throughput data in biology and medicine - Marc Hütt (Constructor University)   ()
11:05 --- Coffee break ---
11:25 AI in Space: Ready for Prime Time? - Dr Jakub Nalepa (Silesian University of Technology/KP Labs)   ()
12:05 Quantum computing in the service of satellite data processing - Piotr Gawron (AstroCeNT / Nicolaus Copernicus Astronomical Center of the Polish Academy of Sciences)   ()
08:30 --- Pre-Coffee ---
09:00
Medical imaging (until 10:30) ()
09:00 AI meets physics - an overview of AI applications in the context of Monte Carlo particle transport simulations - Dr Nils Krah (INSA Lyon)   ()
09:40 GGEMS - GPU Geant4-based Monte Carlo Simulations - Didier BENOIT   ()
10:05 Up-scaling for measuring the spatial distribution of radiation dose for applications in the preparation of individual patient treatment plans - Bartłomiej Rachwał (AGH University of Kraków)   ()
10:30 --- Coffee break ---
11:00
High Performance Computing (until 12:35) ()
11:00 LUMI: Europe's most powerful supercomputer - Tomasz Malkiewicz (CSC / NeIC)   ()
11:40 Developing Artificial Intelligence in the Cloud: the AI_INFN platform - Rosa Petrini (INFN)   ()
12:05 Polish National Competence Centre in HPC: Enabling AI in EuroHPC - Marek Magrys (Cyfronet)   ()
08:30 --- Pre-Coffee ---
09:00
Machine learning in medicine (until 10:30) ()
09:00 From Signal Acquisition to Image Reconstruction: Potential Applications of Machine Learning in Positron Emission Tomography - Georg Schramm   ()
09:40 Using 3D CNNs for distortion corrections in PET imaging - Konrad Klimaszewski (National Centre for Nuclear Research)   ()
10:05 Machine Learning-based Scatter Correction for a Dual-Panel Positron Emission Mammography Scanner - Mr Fernando Moncada-Gutiérrez (Instituto de Física, UNAM)   ()
10:30 --- Coffee break ---
11:00
Quantum computing and systems (until 12:30) ()
11:00 Quantum computing of gauge fields - Jakub Mielczarek (Jagiellonian University)   ()
11:40 Utilizing Superconducting Quantum Computer for Education and Research - Mr Jami Rönkkö (IQM Quantum Computers)   ()
12:05 Parallel Two-Qubit Gates on IQM Resonance: Garnet 20-Qubit Quantum Computer - Dr Jakub Mrożek (IQM Quantum Computers)   ()
08:30 --- Pre-Coffee ---
09:00
Quantum computing and machine learning (until 10:05) ()
09:00 Machine Learning based on quantum or classical systems: a comparison - Prof. Beatrix Hiesmayr (University of Vienna)   ()
09:40 Auto Quantum Machine Learning with AQMLator - Dr Tomasz Rybotycki (SRI PAS, NCAC PAS, CEAI AGH)   ()
10:05 --- Coffee break ---
10:35
Machine learning in astrophysics (until 12:30) ()
10:35 Astrophysics of the nearest future: big data and machine learning challenges - Agnieszka Pollo (National Centre for Nuclear Research AND Jagiellonian University)   ()
11:15 Characteristic sky background features around galaxy mergers - Luis Eduardo Suelves (National Centre for Nuclear Research)   ()
11:40 Using Machine Learning to Identify outliers in the Fundamental Metallicity Relation. - Francesco Pistis (National Centre for Nuclear Research)   ()
12:05 Reconstruction of muon bundles in KM3NeT detectors using machine learning methods - Dr Piotr Kalaczyński (CAMK PAN)   ()
PM
13:00 --- Lunch break ---
14:00
LUMI tutorial (until 16:00) ()
14:00 Working with large language models using Megatron-DeepSpeed on LUMI - Maciej Szpindler (ACK Cyfronet)   ()
12:30 --- Conference Photo ---
13:00 --- Lunch break ---
14:00
Machine learning in high energy physics (until 17:30) ()
14:00 Machine learning in HEP - Artur Kalinowski (University of Warsaw)   ()
14:40 Deep Generative Models for Particle Simulations at ALICE, CERN - Patryk Będkowski (Warsaw University of Technology) Mikołaj Kita (Warsaw University of Technology) Karol Rogoziński (Warsaw University of Technology)   ()
15:20 Fast simulation of the Zero Degree Calorimeter responses with generative neural networks - Maksymilian Wojnar (AGH University of Krakow) Ms Emilia Majerz (AGH University of Krakow)   ()
15:45 --- Coffee break ---
16:15 LLM-based physics analysis agent at BESIII and exploration of future AI scientist - Ke Li (Institute of High Energy Physics, China) Dr Zhengde Zhang (Institute of High Energy Physics, China) Dr Yiyu Zhang (Institute of High Energy Physics, China)   ()
16:40 Generic ML for fast simulations - Mr Michał Mazurek (National Centre for Nuclear Research)   ()
12:35 --- Lunch break ---
13:30
High Performance Computing (until 14:20) ()
13:30 FPGAs in HPC - applications and methods - Grzegorz Korcyl (Jagiellonian University)   ()
13:55 Preliminary study on artificial intelligence methods for cybersecurity threat detection in computer networks based on raw data packets - Mr Michał Żebrowski (National Centre for Nuclear Research) Aleksander Ogonowski (National Centre for Nuclear Research)   ()
14:20 --- Coffee break ---
14:50
Medical imaging (until 16:30) ()
14:50 Advanced TOF MLEM reconstruction of a human patient scanned by the modular J-PET - Roman Shopa (National Centre for Nuclear Research)   ()
15:15 Improvement of time-of-flight resolution of PET scanner using additional prompt photon - Lech Raczyński (National Centre for Nuclear Research)   ()
15:40 Towards total-body J-PET: overview of data correction techniques for image reconstruction - Aurélien Coussat   ()
16:05 Assessment of Internal Radiation Dose: Understanding the Influence of Respiratory Motion - Dr Moncef ATI (University Of Oran1)   ()
12:30 --- Lunch break ---
13:30
Quantum computing and machine learning (until 14:20) ()
13:30 Quantum Neural Networks: current status and next steps - Mr Tobias Christoph Sutter (University of Vienna)   ()
13:55 Entanglement classification via Neuronal Networks - Mr Christopher Popp (University Vienna)   ()
14:20 --- Coffee break ---
14:50
Quantum computing tutorial (until 16:50) ()
14:50 Quantum Computing Hardware with QGates - Prof. Beatrix Hiesmayr (University of Vienna)   ()
19:00
Conference dinner (until 23:00) ()
12:30 --- Lunch break ---
13:30
LLM tutorial (until 17:30) ()
13:30 EuroCC Tutorial on Using Large Language Models (LLM) for Private Data - part 1 - Krzysztof Nawrocki (National Centre for Nuclear Research)   ()
15:15 --- Coffee break ---
15:45 EuroCC Tutorial on Using Large Language Models (LLM) for Private Data - part 2 - Krzysztof Nawrocki (National Centre for Nuclear Research)   ()
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