Dark Machines (collider searches)

2020 – ongoing
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Machine Learning
Baptiste Ravina
Baptiste Ravina
Senior Research Fellow

I’m an experimental particle physicist looking for new physics at the ATLAS experiment with machine learning.

Publications

The Dark Machines Anomaly Score Challenge: Benchmark Data and Model Independent Event Classification for the Large Hadron Collider
A first outcome of the Dark Machines collider working group! We tried out several hundreds of anomaly detection and density estimation models on simulated datasets of LHC collisions. We now hope to port some of the top-performing models over to actual LHC Run 3 data analyses.
T. Aarrestad, Caterina Doglioni, Baptiste Ravina, others
The Dark Machines Anomaly Score Challenge: Benchmark Data and Model Independent Event Classification for the Large Hadron Collider