Event Tokenization and Masked-Token Prediction for Anomaly Detection at the Large Hadron Collider

Ambre Visive, Polina Moskvitina, Clara Nellist +2

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 t…