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

AI and Quantum Information Applications in Fundamental Physics

from Sunday 12 February 2023 (09:30) to Saturday 18 February 2023 (21:00)

Monday 6 February 2023
Tuesday 7 February 2023
Wednesday 8 February 2023
Thursday 9 February 2023
Friday 10 February 2023
Saturday 11 February 2023
Sunday 12 February 2023

09:30

09:30 - 23:30

Monday 13 February 2023

09:30

09:30 - 12:15

12:15 Lunch
Lunch
12:15 - 14:00
14:00 Session 1 (chair: Claudius Krause)
Session 1 (chair: Claudius Krause)
14:00 - 15:15
Contributions

14:00 No classification without representation -- Efficient data representations & other challenges for anomaly detection, generative models, and supervised classification - Gregor Kasieczka
15:15 Coffee
Coffee
15:15 - 15:45
15:45 Session 2 (chair: Claudius Krause)
Session 2 (chair: Claudius Krause)
15:45 - 18:00
Contributions

15:45 Kinematic Variables and Feature Engineering for Particle Phenomenology - KC Kong (University of Kansas)

17:00 DeeLeMa: Missing information search with Deep Learning for Mass estimation - Kayoung Ban

17:30 A review of machine learning applications of jet tagging - Daohan Wang
18:00 Dinner
Dinner
18:00 - 20:00
Tuesday 14 February 2023
09:30 Session 3 (chair: Gregor Kasieczka)
Session 3 (chair: Gregor Kasieczka)
09:30 - 10:45
Contributions

09:30 Normalizing flow for data-driven background estimations and other uses - Suyong Choi
10:45 Coffee
Coffee
10:45 - 11:00
11:00 Session 4 (chair: Gregor Kasieczka)
Session 4 (chair: Gregor Kasieczka)
11:00 - 12:15
Contributions

11:00 Fast and Faithful Calorimeter Simulations with Normalizing Flows - Claudius Krause
12:15 Lunch
Lunch
12:15 - 14:00

14:00 Free discussion
Free discussion
14:00 - 18:30

18:30 Dinner
Dinner
18:30 - 20:00

20:00 Open discussion ML
Open discussion ML
20:00 - 21:30
Wednesday 15 February 2023
09:30 Session 5 (chair: Suyong Choi)
Session 5 (chair: Suyong Choi)
09:30 - 10:45
Contributions

09:30 Uncertainties in the era of ML - Aishik Ghosh
10:45 Coffee
Coffee
10:45 - 11:00
11:00 Session 6 (chair: Suyong Choi)
Session 6 (chair: Suyong Choi)
11:00 - 12:15
Contributions

11:00 Novel applications of normalizing flows from LHC to Astrophysics - David Shih
12:15 Lunch
Lunch
12:15 - 14:00
14:00 Session 7 (chair: Aishik Ghosh)
Session 7 (chair: Aishik Ghosh)
14:00 - 15:15
Contributions

14:00 Constructing novel nonparametric estimators for information-theoretic measure estimation. - Yung-Kyun Noh
15:15 Coffee
Coffee
15:15 - 15:45
15:45 Session 8 (chair: Aishik Ghosh)
Session 8 (chair: Aishik Ghosh)
15:45 - 17:30
Contributions

15:45 Self-supervision in particle physics [remote talk] - Barry Dillon

17:00 Complicated parameter spaces and machine learnnig - Raymundo Ramos
17:30 Free discussion
Free discussion
17:30 - 18:30

18:30 Dinner
Dinner
18:30 - 20:00
Thursday 16 February 2023
09:30 Session 9 (chair: Marat Freytsis)
Session 9 (chair: Marat Freytsis)
09:30 - 10:45
Contributions

09:30 Quantum Machine Learning Applications for Data Analysis in High Energy Physics [remote talk] - Andrea Delgado
10:45 Coffee
Coffee
10:45 - 11:00
11:00 Session 10 (chair: Marat Freytsis)
Session 10 (chair: Marat Freytsis)
11:00 - 12:15
Contributions

11:00 Theory-driven quantum machine learning for HEP - Jack Araz
12:15 Lunch
Lunch
12:15 - 14:00

14:00 Free discussion
Free discussion
14:00 - 18:30

18:30 Dinner
Dinner
18:30 - 20:00

20:00 QC Open discussion
QC Open discussion
20:00 - 21:30
Friday 17 February 2023
09:30 Session 11 (chair: Jack Araz)
Session 11 (chair: Jack Araz)
09:30 - 10:45
Contributions

09:30 Quantum Machine Learning: Opportunities and Challenges (Part I) - Daniel Park
10:45 Coffee
Coffee
10:45 - 11:00
11:00 Session 12 (chair: Jack Araz)
Session 12 (chair: Jack Araz)
11:00 - 12:15
Contributions

11:00 Quantum Machine Learning: Opportunities and Challenges (Part II) - Daniel Park
12:15 Lunch
Lunch
12:15 - 14:00
14:00 Session 13 (chair: Seong Chan Park)
Session 13 (chair: Seong Chan Park)
14:00 - 15:15
Contributions

14:00 Effective uses of quantum simulation for particle physics - Marat Freytsis
15:15 Coffee
Coffee
15:15 - 15:45
15:45 Session 14 (chair: Seong Chan Park)
Session 14 (chair: Seong Chan Park)
15:45 - 18:00
Contributions

15:45 Quantum metric learning for image analysis - Ahmed Hammad

16:15 Variational quantum algorithms - Eunok Bae

16:45 Bubble nucleation as a QUBO problem - Jae-hyeon Park (Korea Institute for Advanced Study)

17:15 Combinatorial optimization with Quantum machine - Myeonghun Park (Seoultech)
18:00 Banquet
Banquet
18:00 - 21:30
Saturday 18 February 2023

09:30

09:30 - 12:30

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