20 citations · 40 across the 3 of their papers we have counts for
3 papers · 1 filter
Parameter Estimation using Neural Networks in the Presence of Detector Effects
Anders Andreassen, Shih-Chieh Hsu, Benjamin Nachman +2
Histogram-based template fits are the main technique used for estimating parameters of high energy physics Monte Carlo generators. Parametrized neural network reweighting can be us…
Asymptotics of Wide Convolutional Neural Networks
Anders Andreassen, Ethan Dyer
Wide neural networks have proven to be a rich class of architectures for both theory and practice. Motivated by the observation that finite width convolutional networks appear to o…
Simulation Assisted Likelihood-free Anomaly Detection
Anders Andreassen, Benjamin Nachman, David Shih
Given the lack of evidence for new particle discoveries at the Large Hadron Collider (LHC), it is critical to broaden the search program. A variety of model-independent searches ha…