267 citations · 1k across the 39 of their papers we have counts for
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Generative Surrogates for Fast Simulation: TPC Case
Fedor Ratnikov, Artem Maevskiy, Alexander Zinchenko +3
Simulation of High Energy Physics experiments is widely used, necessary for both detector and physics studies. Detailed Monte-Carlo simulation algorithms are often limited due to t…
Towards Reliable Neural Generative Modeling of Detectors
Lucio Anderlini, Matteo Barbetti, Denis Derkach +3
The increasing luminosities of future data taking at Large Hadron Collider and next generation collider experiments require an unprecedented amount of simulated events to be produc…
Generative Adversarial Networks for the fast simulation of the Time Projection Chamber responses at the MPD detector
A. Maevskiy, F. Ratnikov, A. Zinchenko +3
The detailed detector simulation models are vital for the successful operation of modern high-energy physics experiments. In most cases, such detailed models require a significant…