Conveners
Monday Talks
- Sung Hak Lim (IBS CTPU-PTC)
Monday Talks
- Sung Hak Lim (IBS CTPU-PTC)
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...
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...
