Dark Machines (collider searches)
2020 – ongoing
Saltire Fellow (Royal Society of Edinburgh)
I’m an experimental particle physicist looking for new physics at the ATLAS experiment with machine learning.
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