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Autoencoders on field-programmable gate arrays for real-time, unsupervised new physics detection at 40 MHz at the Large Hadron Collider

Ekaterina Govorkova, Ema Puljak, T. K. Aarrestad, Thomas James, Vladimir Lončar, M. Pierini, Adrian Alan Pol, Nicolò Ghielmetti, Maksymilian Graczyk, S. Summers, J. Ngadiuba, T. Q. Nguyen, J. Duarte, Z. Wu

2022Nature Machine Intelligence75 citationsDOIOpen Access PDF

Topics & Concepts

Large Hadron ColliderEvent (particle physics)ColliderPhysicsDetectorElectronicsParticle physicsField (mathematics)Event reconstructionComputer scienceElectrical engineeringEngineeringOpticsQuantum mechanicsPure mathematicsMathematicsParticle physics theoretical and experimental studiesParticle Detector Development and PerformanceRadiation Detection and Scintillator Technologies
Autoencoders on field-programmable gate arrays for real-time, unsupervised new physics detection at 40 MHz at the Large Hadron Collider | Litcius