Name: "ML at HEP workshop" in Japan 2024
Start: 2024-01-09T12:30:00+09:00
End: 2024-01-10T17:30:00+09:00
Location: KEK (High Energy Accelerator Research Organization)

"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