ALPACA: modern algorithms in machine learning and data analysis: from medical physics to research with accelerators and in underground laboratories
from
Monday 20 November 2023 (09:00)
to
Friday 24 November 2023 (18:00)
Monday 20 November 2023
09:00
Registration
Registration
09:00 - 09:45
Room: Aula Renzo Leonardi
09:45
Welcome Organizers
Welcome Organizers
09:45 - 10:00
Room: Aula Renzo Leonardi
10:00
Challenges in modern preclinical and clinical imaging
-
Bartosz Leszczynski
(
M. Smoluchowski Institute of Physics, Jagiellonian University
)
Challenges in modern preclinical and clinical imaging
Bartosz Leszczynski
(
M. Smoluchowski Institute of Physics, Jagiellonian University
)
10:00 - 10:45
Room: Aula Renzo Leonardi
10:45
Analysis of positronium decays by the J-PET detector for the medical and fundamental physics studies
-
Kamil Dulski
(
LNF
)
Analysis of positronium decays by the J-PET detector for the medical and fundamental physics studies
Kamil Dulski
(
LNF
)
10:45 - 11:15
Room: Aula Renzo Leonardi
11:15
Investigation of o-Ps Decays for Improving CP Symmetry Test Precision with the J-PET Detector
-
Kavya Valsan Eliyan
Investigation of o-Ps Decays for Improving CP Symmetry Test Precision with the J-PET Detector
Kavya Valsan Eliyan
11:15 - 11:30
Room: Aula Renzo Leonardi
11:30
Coffee Break
Coffee Break
11:30 - 12:00
Room: Aula Renzo Leonardi
12:00
Machine learning methodologies for single-cell ‘omic data
-
Guido Sanguinetti
Machine learning methodologies for single-cell ‘omic data
Guido Sanguinetti
12:00 - 13:00
Room: Aula Renzo Leonardi
13:00
Lunch
Lunch
13:00 - 14:00
Room: Aula Renzo Leonardi
14:00
Quantum Computing for Machine Learning
-
Sofia Vallecorsa
Quantum Computing for Machine Learning
Sofia Vallecorsa
14:00 - 14:45
Room: Aula Renzo Leonardi
14:45
Neural networks techniques for parton distribution functions evaluation
-
Andrea Barontini
(
University of Milan
)
Neural networks techniques for parton distribution functions evaluation
Andrea Barontini
(
University of Milan
)
14:45 - 15:30
Room: Aula Renzo Leonardi
15:30
Coffee break
Coffee break
15:30 - 16:00
Room: Aula Renzo Leonardi
16:00
Deep Learning for Flavor Tagging at ATLAS experiment
-
Andrea Di Luca
(
FBK
)
Deep Learning for Flavor Tagging at ATLAS experiment
Andrea Di Luca
(
FBK
)
16:00 - 16:45
Room: Aula Renzo Leonardi
Tuesday 21 November 2023
09:45
ML activities in the ALICE experiment
-
Fabio Catalano
(
CERN
)
ML activities in the ALICE experiment
Fabio Catalano
(
CERN
)
09:45 - 10:30
Room: Aula Renzo Leonardi
10:30
The SIDDHARTA-2 Experiment at DAFNE
-
Florin Sirghi
(
INFN-LNF
)
The SIDDHARTA-2 Experiment at DAFNE
Florin Sirghi
(
INFN-LNF
)
10:30 - 11:00
Room: Aula Renzo Leonardi
11:00
ML in SIDDHARTA-2: the monitoring challange
-
Simone Manti
ML in SIDDHARTA-2: the monitoring challange
Simone Manti
11:00 - 11:30
Room: Aula Renzo Leonardi
11:30
Coffee break
Coffee break
11:30 - 12:00
Room: Aula Renzo Leonardi
12:00
Toward the end-to-end optimization of detectors for fundamental physics
-
Tommaso Dorigo
(
INFN Sezione di Padova
)
Toward the end-to-end optimization of detectors for fundamental physics
Tommaso Dorigo
(
INFN Sezione di Padova
)
12:00 - 13:00
Room: Aula Renzo Leonardi
13:00
Lunch
Lunch
13:00 - 14:00
Room: Aula Renzo Leonardi
14:00
HANDS-ON - Optimization of the SWGO detector: two challenges
HANDS-ON - Optimization of the SWGO detector: two challenges
14:00 - 15:00
Room: Aula Renzo Leonardi
15:00
Coffee break
Coffee break
15:00 - 15:30
Room: Aula Renzo Leonardi
15:30
HANDS-ON - Optimization of the SWGO detector: two challenges
HANDS-ON - Optimization of the SWGO detector: two challenges
15:30 - 16:30
Room: Aula Renzo Leonardi
20:00
Welcome Dinner
Welcome Dinner
20:00 - 21:20
Room: Aula Renzo Leonardi
Wednesday 22 November 2023
09:45
AI-assisted design of experiments at the frontiers of computation: methods and new perspectives
-
Pietro Vischia
(
Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA)
)
AI-assisted design of experiments at the frontiers of computation: methods and new perspectives
Pietro Vischia
(
Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA)
)
09:45 - 10:30
Room: Aula Renzo Leonardi
10:30
Prominence of data preparation in geomagnetic storm prediction using deep learning
-
Marco Cristoforetti
(
FBK
)
Prominence of data preparation in geomagnetic storm prediction using deep learning
Marco Cristoforetti
(
FBK
)
10:30 - 11:15
Room: Aula Renzo Leonardi
11:15
Generative Models for Particle Physics Data
-
William Korcari
(
University of Hamburg
)
Generative Models for Particle Physics Data
William Korcari
(
University of Hamburg
)
11:15 - 11:45
Room: Aula Renzo Leonardi
11:45
Coffee break
Coffee break
11:45 - 12:15
Room: Aula Renzo Leonardi
12:15
Informed Representation Learning with Deep Generative Models
-
Laura Manduchi
Informed Representation Learning with Deep Generative Models
Laura Manduchi
12:15 - 12:45
Room: Aula Renzo Leonardi
12:45
Loss is more: exploring the network weight space to harvest information on its training dataset
-
Margherita Mele
(
University of Trento
)
Loss is more: exploring the network weight space to harvest information on its training dataset
Margherita Mele
(
University of Trento
)
12:45 - 13:15
Room: Aula Renzo Leonardi
13:15
Lunch
Lunch
13:15 - 14:15
Room: Aula Renzo Leonardi
14:15
Simplify to understand: extracting insight from high-dimensional simulation datasets of biological systems via information-theoretic approaches
-
Roberto Menichetti
(
Physics Department, University of Trento
)
Simplify to understand: extracting insight from high-dimensional simulation datasets of biological systems via information-theoretic approaches
Roberto Menichetti
(
Physics Department, University of Trento
)
14:15 - 15:00
Room: Aula Renzo Leonardi
15:00
Coffee break
Coffee break
15:00 - 15:30
Room: Aula Renzo Leonardi
15:30
The ML validation challenge
-
Thomas Spieker
(
Robert Bosch GmbH
)
The ML validation challenge
Thomas Spieker
(
Robert Bosch GmbH
)
15:30 - 16:15
Room: Aula Renzo Leonardi
16:15
Machine learning and mathematical models: the vaccines of the future
-
Andrea Palladino
(
GSK
)
Machine learning and mathematical models: the vaccines of the future
Andrea Palladino
(
GSK
)
16:15 - 17:00
Room: Aula Renzo Leonardi
Thursday 23 November 2023
09:45
Generative models at the LHC
-
Lucio Anderlini
(
INFN Firenze
)
Generative models at the LHC
Lucio Anderlini
(
INFN Firenze
)
09:45 - 10:30
Room: Aula Renzo Leonardi
10:30
Anomaly aware machine learning for dark matter direct detection at DARWIN
-
Andre Scaffidi
(
SISSA
)
Anomaly aware machine learning for dark matter direct detection at DARWIN
Andre Scaffidi
(
SISSA
)
10:30 - 11:15
Room: Aula Renzo Leonardi
11:15
ML applications: from Particle Physics to Medical Imaging
-
Wojciech Krzemien
(
National Centre for Nuclear Research
)
ML applications: from Particle Physics to Medical Imaging
Wojciech Krzemien
(
National Centre for Nuclear Research
)
11:15 - 11:45
Room: Aula Renzo Leonardi
11:45
Coffee break
Coffee break
11:45 - 12:15
Room: Aula Renzo Leonardi
12:15
Computational Imaging and AI in Medicine
-
Daniel Lang
Computational Imaging and AI in Medicine
Daniel Lang
12:15 - 13:00
Room: Aula Renzo Leonardi
13:00
Lunch
Lunch
13:00 - 14:00
Room: Aula Renzo Leonardi
14:00
Bayesian statistics in Julia
-
Oliver Schulz
(
MPI for Physics, Munich
)
Bayesian statistics in Julia
Oliver Schulz
(
MPI for Physics, Munich
)
14:00 - 15:00
Room: Aula Renzo Leonardi
15:00
Coffee break
Coffee break
15:00 - 15:30
Room: Aula Renzo Leonardi
15:30
Hands-on
-
Oliver Schulz
(
MPI for Physics, Munich
)
Hands-on
Oliver Schulz
(
MPI for Physics, Munich
)
15:30 - 17:30
Room: Aula Renzo Leonardi
20:00
Social Dinner
Social Dinner
20:00 - 21:20
Room: Aula Renzo Leonardi
Friday 24 November 2023
09:15
ML and Differentiable Programming optimisations for X-ray spectroscopy
-
Fabrizio Napolitano
(
INFN - Laboratori Nazionali di Frascati, Italy
)
ML and Differentiable Programming optimisations for X-ray spectroscopy
Fabrizio Napolitano
(
INFN - Laboratori Nazionali di Frascati, Italy
)
09:15 - 09:45
Room: Aula Renzo Leonardi
09:45
Hypernuclear physics with machine learning
-
Takehiko Saito
(
RIKEN and GSI
)
Hypernuclear physics with machine learning
Takehiko Saito
(
RIKEN and GSI
)
09:45 - 10:30
Room: Aula Renzo Leonardi
10:30
Photonic spiking neural networks using silicon microring resonators.
-
Alessio Lugnan
(
University of Trento
)
Photonic spiking neural networks using silicon microring resonators.
Alessio Lugnan
(
University of Trento
)
10:30 - 11:15
Room: Aula Renzo Leonardi
11:15
Coffee break
Coffee break
11:15 - 11:45
Room: Aula Renzo Leonardi
11:45
Reservoir Computing Model For Multi-Electrode Electrophysiological Data Analysis
-
Ilya Auslender
(
University of Trento
)
Reservoir Computing Model For Multi-Electrode Electrophysiological Data Analysis
Ilya Auslender
(
University of Trento
)
11:45 - 12:30
Room: Aula Renzo Leonardi
12:30
Neural networks for experimental nuclear astrophysics
-
Jakub Skowronski
(
Universita degli Studi di Padova
)
Neural networks for experimental nuclear astrophysics
Jakub Skowronski
(
Universita degli Studi di Padova
)
12:30 - 12:50
Room: Aula Renzo Leonardi
12:50
Wrap-up and goodbye
Wrap-up and goodbye
12:50 - 12:55
Room: Aula Renzo Leonardi
12:55
Lunch
Lunch
12:55 - 13:45
Room: Aula Renzo Leonardi