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AKBP: Arbeitskreis Beschleunigerphysik

AKBP 12: AI Topical Day – Invited Talks (joint session AKPIK/HK/ST/T/AKBP)

AKBP 12.3: Invited Talk

Thursday, March 23, 2023, 12:00–12:30, HSZ/AUDI

Is this even physics? -- Progress on AI in particle physics — •Gregor Kasieczka — Universität Hamburg

Motivated by the large volume and high complexity of experimental data and mathematical structures, particle physics has a long tradition of employing state of the art computing and analysis techniques. Recent progress in machine learning and artificial intelligence have further pushed this trend, and these approaches are now ubiquitous in our field. This overview attempts to capture key developments such as the rise of unsupervised approaches and the quest for suitable neural network architectures for physics tasks; challenges like ultra-low latency inference and robust predictions; as well as promising new ideas looking forward.