EYETRONIC / STOCK.ADOBE.COM; BEARB.: A. HEINZELMANN

55. Heidelberger Physik Graduiertentage

2025-10-06 - 2025-10-10

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list of Lectures

NEW DEVELOPMENTS IN PHYSICS AND MACHINE LEARNING

Tilman Plehn

Heidelberg University
Nachmittags

Modern machine learning is not only revolutionizing our lives, it is also revolutionizing the way we do physics - or should do physics. I will present some more recent developments in Scientific ML, including learned uncertainties, representation learning, transformers and large language models in physics, and anomaly detection. They can be applied to a wide range of physics applications, from very large datasets and simulation-based inference in particle physics and astrophysics to low-count precision physics where optimal use of information is crucial.