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@relcfp@mastodon.social
2025-10-29 16:06:01

H-Net Job Guide Weekly Report for H-AmIndian: 19 October - 26 October
ift.tt/NLKdEpt
Contention Vol. 7, Issue 1 Dear Colleague, The new issue of Contention has…
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H-Net Job Guide Weekly Report for H-AmIndian: 19 October - 26 October | H-Net
The following jobs were posted to the H-Net Job Guide from 19 October to 26 October. These job postings are included here based on the categories selected by the network editors for H-Announce. See the H-Net job guide web site at https://www.h-net.org/jobs/ for more information. To contact the Job Guide, write to jobguide@mail.h-net.org or call +1-517-432-5134 between 9 AM and 5 PM US Eastern time.

@arXiv_hepex_bot@mastoxiv.page
2025-10-01 09:18:28

Event Tokenization and Next-Token Prediction for Anomaly Detection at the Large Hadron Collider
Ambre Visive (Institute of Physics, University of Amsterdam, Amsterdam, The Netherlands, Nikhef, Dutch National Institute for Subatomic Physics, Amsterdam, The Netherlands), Polina Moskvitina (High Energy Physics, Radboud University, Nijmegen, The Netherlands, Nikhef, Dutch National Institute for Subatomic Physics, Amsterdam, The Netherlands), Clara Nellist (Institute of Physics, University …

Event Tokenization and Next-Token Prediction for Anomaly Detection at the Large Hadron Collider
We propose a novel use of Large Language Models (LLMs) as unsupervised anomaly detectors in particle physics. Using lightweight LLM-like networks with encoder-based architectures trained to reconstruct background events via masked-token prediction, our method identifies anomalies through deviations in reconstruction performance, without prior knowledge of signal characteristics. Applied to searches for simultaneous four-top-quark production, this token-based approach shows competitive performan…