AI+HEP in East Asia

Session

Monday Talks

24 Feb 2025, 09:30

IBS

Conveners

Monday Talks

• Sung Hak Lim (IBS CTPU-PTC)

Monday Talks

• Sung Hak Lim (IBS CTPU-PTC)

4. Quantum Machine Learning for High Energy Physics

Myeonghun Park (Seoultech)

24/02/2025, 09:30

5. Modern Deep Learning for LHC Physics: Personal Insights and Reflections

Congqiao Li (Peking University)

24/02/2025, 11:00

6. Weak Supervision Techniques in Collider Physics

Cheng-Wei Chiang (National Taiwan University)

24/02/2025, 13:30

In this talk, we will first review CWoLa in the broad framework of weak supervision. Taking the Dark Valley model as an explicit new physics example, we demonstrate how CWoLa can be employed to train a neural network based purely on real data and show its performance in comparison with traditional methods.  By way of transfer learning and data augmentation, we illustrate how the performance...

7. How Can Machine Learning and Simulations Help Us Study Our Universe (and "Astronomically" Large Datasets)?

Ji-hoon Kim (Seoul National University)

24/02/2025, 15:00

As astronomers and cosmologists grapple with the inherently "astronomical" size of their datasets, machine learning is rapidly being adopted in a variety of astrophysical applications.  In this talk, I will showcase some examples of how it can potentially revolutionize the way we study our Universe.  In one example, I will discuss how machine learning could be utilized to extract the...