Anomaly Awareness

Understand

We present a new algorithm for anomaly detection called Anomaly Awareness.

• The algorithm learns about normal events while being made aware of the anomalies through a modification of the cost function.
• We show how this method works in different Particle Physics situations and in standard Computer Vision tasks.
• For example, we apply the method to images from a Fat Jet topology generated by Standard Model Top and QCD events, and test it against an array of new physics scenarios, including Higgs production with EFT effects and resonances decaying into two, three or four subjets.