"ML at HEP workshop" in Japan 2024
from
Tuesday, January 9, 2024 (12:30 PM)
to
Wednesday, January 10, 2024 (5:30 PM)
Monday, January 8, 2024
Tuesday, January 9, 2024
12:30 PM
Registration
Registration
12:30 PM - 1:00 PM
Room: Kobayashi hall
1:00 PM
Opening
-
Yu NAKAHAMA
(
KEK
)
Opening
Yu NAKAHAMA
(
KEK
)
1:00 PM - 1:05 PM
Room: Kobayashi hall
1:05 PM
Data Science for Astronomy
-
Shiro Ikeda
(
The Institute of Statistical Mathematics
)
Data Science for Astronomy
Shiro Ikeda
(
The Institute of Statistical Mathematics
)
1:05 PM - 1:45 PM
Room: Kobayashi hall
1:45 PM
Review: Low-level object reconstruction and simulation using ML
-
Vinicius Mikuni
(
LBL
)
Review: Low-level object reconstruction and simulation using ML
Vinicius Mikuni
(
LBL
)
1:45 PM - 2:25 PM
Room: Kobayashi hall
2:25 PM
ML for Jet Tagging: Status and Prospects
-
Huilin Qu
(
CERN
)
ML for Jet Tagging: Status and Prospects
Huilin Qu
(
CERN
)
2:25 PM - 3:05 PM
Room: Kobayashi hall
3:05 PM
Group Photo
Group Photo
3:05 PM - 3:10 PM
Room: Kobayashi hall
3:10 PM
Coffee
Coffee
3:10 PM - 3:35 PM
Room: Kobayashi hall
3:35 PM
Dark Matter Applications of Machine Learning
-
Matt Buckley
(
Rutgers University
)
Dark Matter Applications of Machine Learning
Matt Buckley
(
Rutgers University
)
3:35 PM - 4:15 PM
Room: Kobayashi hall
4:15 PM
Flow-Matching models for the LHC
-
Darius Faroughy
(
Rutgers University
)
Flow-Matching models for the LHC
Darius Faroughy
(
Rutgers University
)
4:15 PM - 4:35 PM
Room: Kobayashi hall
4:35 PM
AI Methods in Galaxy Formation
-
Suchetha Cooray
(
NAOJ
)
AI Methods in Galaxy Formation
Suchetha Cooray
(
NAOJ
)
4:35 PM - 4:55 PM
Room: Kobayashi hall
4:55 PM
Multi-Scale Cross-Attention Transformer Encoder for Event Classification
-
Ahmed Hammad
(
KEK
)
Multi-Scale Cross-Attention Transformer Encoder for Event Classification
Ahmed Hammad
(
KEK
)
4:55 PM - 5:15 PM
Room: Kobayashi hall
5:15 PM
A data-driven and model-agnostic approach to solving combinatorial assignment problems in searches for new physics
-
Javier Montejo
(
IFAE Barcelona & QUP
)
A data-driven and model-agnostic approach to solving combinatorial assignment problems in searches for new physics
Javier Montejo
(
IFAE Barcelona & QUP
)
5:15 PM - 5:35 PM
Room: Kobayashi hall
Wednesday, January 10, 2024
9:30 AM
Prospects of LLMs for Fundamental Physics
-
Mariel Pettee
(
LBL
)
Prospects of LLMs for Fundamental Physics
Mariel Pettee
(
LBL
)
9:30 AM - 10:10 AM
Room: Kobayashi hall
10:10 AM
Review and Perspective on AI for Observational Cosmology
-
François Lanusse
(
Simons Foundation/CNRS
)
Review and Perspective on AI for Observational Cosmology
François Lanusse
(
Simons Foundation/CNRS
)
10:10 AM - 10:50 AM
Room: Kobayashi hall
10:50 AM
Extracting optimal information from upcoming cosmological surveys
-
Adrian Bayer
(
Princeton
)
Extracting optimal information from upcoming cosmological surveys
Adrian Bayer
(
Princeton
)
10:50 AM - 11:10 AM
Room: Kobayashi hall
11:10 AM
Cosmosage: a natural-language assistant for cosmology
-
Tijmen de Haan
(
KEK
)
Cosmosage: a natural-language assistant for cosmology
Tijmen de Haan
(
KEK
)
11:10 AM - 11:30 AM
Room: Kobayashi hall
11:30 AM
Lunch
Lunch
11:30 AM - 1:00 PM
Room: Kobayashi hall
1:00 PM
Using AI for unsupervised discovery in particle physics
-
Gregor Kasieczka
(
Hamburg
)
Using AI for unsupervised discovery in particle physics
Gregor Kasieczka
(
Hamburg
)
1:00 PM - 1:40 PM
Room: Kobayashi hall
1:40 PM
Model-independence of machine-learning-based mass reconstruction for inclusive multi-jet search
-
Takane Sano
(
Kyoto University
)
Model-independence of machine-learning-based mass reconstruction for inclusive multi-jet search
Takane Sano
(
Kyoto University
)
1:40 PM - 2:00 PM
Room: Kobayashi hall
2:00 PM
Jet Classification using High-Level Features from Anatomy of Top Jets
-
Sung Hak Lim
(
Rutgers University
)
Jet Classification using High-Level Features from Anatomy of Top Jets
Sung Hak Lim
(
Rutgers University
)
2:00 PM - 2:20 PM
Room: Kobayashi hall
2:20 PM
Development of Anomaly Detection techniques applied to the building and Quality Control of ATLAS new silicon tracking detector
-
Louis Vaslin
(
KEK QUP
)
Development of Anomaly Detection techniques applied to the building and Quality Control of ATLAS new silicon tracking detector
Louis Vaslin
(
KEK QUP
)
2:20 PM - 2:40 PM
Room: Kobayashi hall
2:40 PM
Pre-training strategy using real particle collision data for event classification in collider physics
-
Tomoe Kishimoto
(
KEK
)
Pre-training strategy using real particle collision data for event classification in collider physics
Tomoe Kishimoto
(
KEK
)
2:40 PM - 3:00 PM
Room: Kobayashi hall
3:00 PM
Coffee break
Coffee break
3:00 PM - 3:30 PM
Room: Kobayashi hall
3:30 PM
Returning CP-observables to the frames they belong (unfolding)
-
Rahool Barman
(
IPMU
)
Returning CP-observables to the frames they belong (unfolding)
Rahool Barman
(
IPMU
)
3:30 PM - 3:50 PM
Room: Kobayashi hall
3:50 PM
A Machine-learning Approach to Assessing the Presence of Substructure in Quasar-host Galaxies
-
Chris Nagele
(
University of Tokyo
)
A Machine-learning Approach to Assessing the Presence of Substructure in Quasar-host Galaxies
Chris Nagele
(
University of Tokyo
)
3:50 PM - 4:10 PM
Room: Kobayashi hall
4:10 PM
Improving the diphoton event selection with GNNs
-
Isai Roberto Sotarriva Alvarez
(
TokyoTech
)
Improving the diphoton event selection with GNNs
Isai Roberto Sotarriva Alvarez
(
TokyoTech
)
4:10 PM - 4:30 PM
Room: Kobayashi hall
4:30 PM
Machine-learning-assisted beam tuning at the KEK Linac and prospects for SuperKEKB
-
Shinnosuke Kato
(
University of Tokyo
)
Machine-learning-assisted beam tuning at the KEK Linac and prospects for SuperKEKB
Shinnosuke Kato
(
University of Tokyo
)
4:30 PM - 4:50 PM
Room: Kobayashi hall
4:50 PM
Development of a hardware trigger using machine learning in the Belle II experiment
-
Riku Nomaru
(
University of Tokyo
)
Development of a hardware trigger using machine learning in the Belle II experiment
Riku Nomaru
(
University of Tokyo
)
4:50 PM - 5:10 PM
Room: Kobayashi hall
5:10 PM
Closing
-
Junichi Tanaka
(
The University of Tokyo
)
Closing
Junichi Tanaka
(
The University of Tokyo
)
5:10 PM - 5:20 PM
Room: Kobayashi hall