45 citations · 142 across the 10 of their papers we have counts for
25 papers
Toward the End-to-End Optimization of Particle Physics Instruments with Differentiable Programming: a White Paper
Tommaso Dorigo, Andrea Giammanco, Pietro Vischia +33
The full optimization of the design and operation of instruments whose functioning relies on the interaction of radiation with matter is a super-human task, given the large dimensi…
The use of Boosted Decision Trees for Energy Reconstruction in JUNO experiment
Arsenii Gavrikov, Fedor Ratnikov
The Jiangmen Underground Neutrino Observatory (JUNO) is a neutrino experiment with a broad physical program. The main goals of JUNO are the determination of the neutrino mass order…
Vertex and Energy Reconstruction in JUNO with Machine Learning Methods
Zhen Qian, Vladislav Belavin, Vasily Bokov +20
The Jiangmen Underground Neutrino Observatory (JUNO) is an experiment designed to study neutrino oscillations. Determination of neutrino mass ordering and precise measurement of ne…
Simulating the Time Projection Chamber responses at the MPD detector using Generative Adversarial Networks
A. Maevskiy, F. Ratnikov, A. Zinchenko +1
High energy physics experiments rely heavily on the detailed detector simulation models in many tasks. Running these detailed models typically requires a notable amount of the comp…
First branching fraction measurement of the suppressed decay
LHCb collaboration, R. Aaij, C. Abellán Beteta +963
The baryon is unstable and usually decays into charmless final states by the transition. It can, however, also disintegrate into a meson and a…
ML-assisted versatile approach to Calorimeter R&D
Alexey Boldyrev, Denis Derkach, Fedor Ratnikov +1
Advanced detector R&D for both new and ongoing experiments in HEP requires performing computationally intensive and detailed simulations as part of the detector-design optimisation…