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Contrastive Learning for Interpretable Anomaly Detection at Collider Experiments

arXiv cs.LG ↗ · 2026-08-17 Cached

ORCA is a two-stage framework using contrastive learning and autoencoders for interpretable anomaly detection in collider experiments, enhancing sensitivity and interpretability for new physics searches.

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#collider-physics

A Lightweight Foundation Model for Collider Physics with Multi-Domain Adaptation

arXiv cs.LG ↗ · 2026-07-31 Cached

Presents NEXUS, a lightweight foundation model with ~3M parameters pre-trained on LHC collision data, demonstrating improved downstream performance and cross-domain transfer to gravitational waves, flood forecasting, and neural activity.

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