Name: AI and Quantum Information Applications in Fundamental Physics
Start: 2023-02-12T09:30:00+09:00
End: 2023-02-18T21:00:00+09:00
Location: Konjiam Resort

Monday, February 13, 2023

9:30 AM

9:30 AM - 12:15 PM

12:15 PM Lunch
Lunch
12:15 PM - 2:00 PM
2:00 PM Session 1 (chair: Claudius Krause)
Session 1 (chair: Claudius Krause)
2:00 PM - 3:15 PM
Contributions

2:00 PM No classification without representation -- Efficient data representations & other challenges for anomaly detection, generative models, and supervised classification - Gregor Kasieczka
3:15 PM Coffee
Coffee
3:15 PM - 3:45 PM
3:45 PM Session 2 (chair: Claudius Krause)
Session 2 (chair: Claudius Krause)
3:45 PM - 6:00 PM
Contributions

3:45 PM Kinematic Variables and Feature Engineering for Particle Phenomenology - KC Kong (University of Kansas)

5:00 PM DeeLeMa: Missing information search with Deep Learning for Mass estimation - Kayoung Ban

5:30 PM A review of machine learning applications of jet tagging - Daohan Wang
6:00 PM Dinner
Dinner
6:00 PM - 8:00 PM
Tuesday, February 14, 2023
9:30 AM Session 3 (chair: Gregor Kasieczka)
Session 3 (chair: Gregor Kasieczka)
9:30 AM - 10:45 AM
Contributions

9:30 AM Normalizing flow for data-driven background estimations and other uses - Suyong Choi
10:45 AM Coffee
Coffee
10:45 AM - 11:00 AM
11:00 AM Session 4 (chair: Gregor Kasieczka)
Session 4 (chair: Gregor Kasieczka)
11:00 AM - 12:15 PM
Contributions

11:00 AM Fast and Faithful Calorimeter Simulations with Normalizing Flows - Claudius Krause
12:15 PM Lunch
Lunch
12:15 PM - 2:00 PM

2:00 PM Free discussion
Free discussion
2:00 PM - 6:30 PM

6:30 PM Dinner
Dinner
6:30 PM - 8:00 PM

8:00 PM Open discussion ML
Open discussion ML
8:00 PM - 9:30 PM
Wednesday, February 15, 2023
9:30 AM Session 5 (chair: Suyong Choi)
Session 5 (chair: Suyong Choi)
9:30 AM - 10:45 AM
Contributions

9:30 AM Uncertainties in the era of ML - Aishik Ghosh
10:45 AM Coffee
Coffee
10:45 AM - 11:00 AM
11:00 AM Session 6 (chair: Suyong Choi)
Session 6 (chair: Suyong Choi)
11:00 AM - 12:15 PM
Contributions

11:00 AM Novel applications of normalizing flows from LHC to Astrophysics - David Shih
12:15 PM Lunch
Lunch
12:15 PM - 2:00 PM
2:00 PM Session 7 (chair: Aishik Ghosh)
Session 7 (chair: Aishik Ghosh)
2:00 PM - 3:15 PM
Contributions

2:00 PM Constructing novel nonparametric estimators for information-theoretic measure estimation. - Yung-Kyun Noh
3:15 PM Coffee
Coffee
3:15 PM - 3:45 PM
3:45 PM Session 8 (chair: Aishik Ghosh)
Session 8 (chair: Aishik Ghosh)
3:45 PM - 5:30 PM
Contributions

3:45 PM Self-supervision in particle physics [remote talk] - Barry Dillon

5:00 PM Complicated parameter spaces and machine learnnig - Raymundo Ramos
5:30 PM Free discussion
Free discussion
5:30 PM - 6:30 PM

6:30 PM Dinner
Dinner
6:30 PM - 8:00 PM
Thursday, February 16, 2023
9:30 AM Session 9 (chair: Marat Freytsis)
Session 9 (chair: Marat Freytsis)
9:30 AM - 10:45 AM
Contributions

9:30 AM Quantum Machine Learning Applications for Data Analysis in High Energy Physics [remote talk] - Andrea Delgado
10:45 AM Coffee
Coffee
10:45 AM - 11:00 AM
11:00 AM Session 10 (chair: Marat Freytsis)
Session 10 (chair: Marat Freytsis)
11:00 AM - 12:15 PM
Contributions

11:00 AM Theory-driven quantum machine learning for HEP - Jack Araz
12:15 PM Lunch
Lunch
12:15 PM - 2:00 PM

2:00 PM Free discussion
Free discussion
2:00 PM - 6:30 PM

6:30 PM Dinner
Dinner
6:30 PM - 8:00 PM

8:00 PM QC Open discussion
QC Open discussion
8:00 PM - 9:30 PM
Friday, February 17, 2023
9:30 AM Session 11 (chair: Jack Araz)
Session 11 (chair: Jack Araz)
9:30 AM - 10:45 AM
Contributions

9:30 AM Quantum Machine Learning: Opportunities and Challenges (Part I) - Daniel Park
10:45 AM Coffee
Coffee
10:45 AM - 11:00 AM
11:00 AM Session 12 (chair: Jack Araz)
Session 12 (chair: Jack Araz)
11:00 AM - 12:15 PM
Contributions

11:00 AM Quantum Machine Learning: Opportunities and Challenges (Part II) - Daniel Park
12:15 PM Lunch
Lunch
12:15 PM - 2:00 PM
2:00 PM Session 13 (chair: Seong Chan Park)
Session 13 (chair: Seong Chan Park)
2:00 PM - 3:15 PM
Contributions

2:00 PM Effective uses of quantum simulation for particle physics - Marat Freytsis
3:15 PM Coffee
Coffee
3:15 PM - 3:45 PM
3:45 PM Session 14 (chair: Seong Chan Park)
Session 14 (chair: Seong Chan Park)
3:45 PM - 6:00 PM
Contributions

3:45 PM Quantum metric learning for image analysis - Ahmed Hammad

4:15 PM Variational quantum algorithms - Eunok Bae

4:45 PM Bubble nucleation as a QUBO problem - Jae-hyeon Park (Korea Institute for Advanced Study)

5:15 PM Combinatorial optimization with Quantum machine - Myeonghun Park (Seoultech)
6:00 PM Banquet
Banquet
6:00 PM - 9:30 PM
Saturday, February 18, 2023

9:30 AM

9:30 AM - 12:30 PM