Author

Shelley Tong

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Preprint Sep 2026

Covariant Contrastive Learning for Uncertainty-Aware Anomaly Detection

Machine-learning-based anomaly detection (AD) offers a promising, model-agnostic alternative to traditional LHC analyses, allowing to search for many signals at once. Recent advances in representation learning motivate the use of neural embeddings to map high-dimensional physics observables into low-dimensional latent...

Shelley Tong, Philip Harris, Gaia Grosso · 1 citation