2 citations · 2 across the 1 of their papers we have counts for
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A comparison of optimisation algorithms for high-dimensional particle and astrophysics applications
The DarkMachines High Dimensional Sampling Group, Csaba Balázs, Melissa van Beekveld +18
Optimisation problems are ubiquitous in particle and astrophysics, and involve locating the optimum of a complicated function of many parameters that may be computationally expensi…
Combining outlier analysis algorithms to identify new physics at the LHC
Melissa van Beekveld, Sascha Caron, Luc Hendriks +7
The lack of evidence for new physics at the Large Hadron Collider so far has prompted the development of model-independent search techniques. In this study, we compare the anomaly…
Les Houches 2019 Physics at TeV Colliders: New Physics Working Group Report
G. Brooijmans, A. Buckley, S. Caron +87
This report presents the activities of the `New Physics' working group for the `Physics at TeV Colliders' workshop (Les Houches, France, 10--28 June, 2019). These activities includ…
Event Generation and Statistical Sampling for Physics with Deep Generative Models and a Density Information Buffer
Sydney Otten, Sascha Caron, Wieske de Swart +6
We present a study for the generation of events from a physical process with deep generative models. The simulation of physical processes requires not only the production of physic…
DeepXS: Fast approximation of MSSM electroweak cross sections at NLO
Sydney Otten, Krzysztof Rolbiecki, Sascha Caron +3
We present a deep learning solution to the prediction of particle production cross sections over a complicated, high-dimensional parameter space. We demonstrate the applicability b…