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, 9 January 2024 (12:30) to Wednesday, 10 January 2024 (17:30)

Monday, 8 January 2024
Tuesday, 9 January 2024

12:30 Registration
Registration
12:30 - 13:00
Room: Kobayashi hall
13:00 Opening - Yu NAKAHAMA (KEK)
Opening
- Yu NAKAHAMA (KEK)
13:00 - 13:05
Room: Kobayashi hall
13:05 Data Science for Astronomy - Shiro Ikeda (The Institute of Statistical Mathematics)
Data Science for Astronomy
- Shiro Ikeda (The Institute of Statistical Mathematics)
13:05 - 13:45
Room: Kobayashi hall
13:45 Review: Low-level object reconstruction and simulation using ML - Vinicius Mikuni (LBL)
Review: Low-level object reconstruction and simulation using ML
- Vinicius Mikuni (LBL)
13:45 - 14:25
Room: Kobayashi hall
14:25 ML for Jet Tagging: Status and Prospects - Huilin Qu (CERN)
ML for Jet Tagging: Status and Prospects
- Huilin Qu (CERN)
14:25 - 15:05
Room: Kobayashi hall
15:05 Group Photo
Group Photo
15:05 - 15:10
Room: Kobayashi hall

15:10 Coffee
Coffee
15:10 - 15:35
Room: Kobayashi hall
15:35 Dark Matter Applications of Machine Learning - Matt Buckley (Rutgers University)
Dark Matter Applications of Machine Learning
- Matt Buckley (Rutgers University)
15:35 - 16:15
Room: Kobayashi hall
16:15 Flow-Matching models for the LHC - Darius Faroughy (Rutgers University)
Flow-Matching models for the LHC
- Darius Faroughy (Rutgers University)
16:15 - 16:35
Room: Kobayashi hall
16:35 AI Methods in Galaxy Formation - Suchetha Cooray (NAOJ)
AI Methods in Galaxy Formation
- Suchetha Cooray (NAOJ)
16:35 - 16:55
Room: Kobayashi hall
16:55 Multi-Scale Cross-Attention Transformer Encoder for Event Classification - Ahmed Hammad (KEK)
Multi-Scale Cross-Attention Transformer Encoder for Event Classification
- Ahmed Hammad (KEK)
16:55 - 17:15
Room: Kobayashi hall
17:15 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)
17:15 - 17:35
Room: Kobayashi hall
Wednesday, 10 January 2024
09:30 Prospects of LLMs for Fundamental Physics - Mariel Pettee (LBL)
Prospects of LLMs for Fundamental Physics
- Mariel Pettee (LBL)
09:30 - 10:10
Room: Kobayashi hall
10:10 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 - 10:50
Room: Kobayashi hall
10:50 Extracting optimal information from upcoming cosmological surveys - Adrian Bayer (Princeton)
Extracting optimal information from upcoming cosmological surveys
- Adrian Bayer (Princeton)
10:50 - 11:10
Room: Kobayashi hall
11:10 Cosmosage: a natural-language assistant for cosmology - Tijmen de Haan (KEK)
Cosmosage: a natural-language assistant for cosmology
- Tijmen de Haan (KEK)
11:10 - 11:30
Room: Kobayashi hall
11:30 Lunch
Lunch
11:30 - 13:00
Room: Kobayashi hall
13:00 Using AI for unsupervised discovery in particle physics - Gregor Kasieczka (Hamburg)
Using AI for unsupervised discovery in particle physics
- Gregor Kasieczka (Hamburg)
13:00 - 13:40
Room: Kobayashi hall
13:40 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)
13:40 - 14:00
Room: Kobayashi hall
14:00 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)
14:00 - 14:20
Room: Kobayashi hall
14:20 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)
14:20 - 14:40
Room: Kobayashi hall
14:40 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)
14:40 - 15:00
Room: Kobayashi hall
15:00 Coffee break
Coffee break
15:00 - 15:30
Room: Kobayashi hall
15:30 Returning CP-observables to the frames they belong (unfolding) - Rahool Barman (IPMU)
Returning CP-observables to the frames they belong (unfolding)
- Rahool Barman (IPMU)
15:30 - 15:50
Room: Kobayashi hall
15:50 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)
15:50 - 16:10
Room: Kobayashi hall
16:10 Improving the diphoton event selection with GNNs - Isai Roberto Sotarriva Alvarez (TokyoTech)
Improving the diphoton event selection with GNNs
- Isai Roberto Sotarriva Alvarez (TokyoTech)
16:10 - 16:30
Room: Kobayashi hall
16:30 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)
16:30 - 16:50
Room: Kobayashi hall
16:50 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)
16:50 - 17:10
Room: Kobayashi hall
17:10 Closing - Junichi Tanaka (The University of Tokyo )
Closing
- Junichi Tanaka (The University of Tokyo )
17:10 - 17:20
Room: Kobayashi hall