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Otten, S.; Caron, S.; de Swart, W.; van Beekveld, M.; Hendriks, L.; van Leeuwen, C.; Podareanu, D.; Ruiz de Austri, R.; Verheyen, R. Event generation and statistical sampling for physics with deep generative models and a density information buffer 2021 Nature Communications 12 2985 - 16pp details   doi
Otten, S.; Rolbiecki, K.; Caron, S.; Kim, J.S.; Ruiz de Austri, R.; Tattersall, J. DeepXS: fast approximation of MSSM electroweak cross sections at NLO 2020 European Physical Journal C 80 12 - 9pp details   doi
Panes, B.; Eckner, C.; Hendriks, L.; Caron, S.; Dijkstra, K.; Johannesson, G.; Ruiz de Austri, R.; Zaharijas, G. Identification of point sources in gamma rays using U-shaped convolutional neural networks and a data challenge 2021 Astronomy & Astrophysics 656 A62 - 18pp details   doi
Stoppa, F.; Bhattacharyya, S.; Ruiz de Austri, R.; Vreeswijk, P.; Caron, S.; Zaharijas, G.; Bloemen, S.; Principe, G.; Malyshev, D.; Vodeb, V.; Groot, P.J.; Cator, E.; Nelemans, G. AutoSourceID-Classifier Star-galaxy classification using a convolutional neural network with spatial information 2023 Astronomy & Astrophysics 680 A109 - 16pp details   doi
Stoppa, F.; Ruiz de Austri, R.; Vreeswijk, P.; Bhattacharyya, S.; Caron, S.; Bloemen, S.; Zaharijas, G.; Principe, G.; Vodeb, V.; Groot, P.J.; Cator, E.; Nelemans, G. AutoSourceID-FeatureExtractor Optical image analysis using a two-step mean variance estimation network for feature estimation and uncertainty characterisation 2023 Astronomy & Astrophysics 680 A108 - 14pp details   doi
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