| End-to-end Learning of Deep Spatio-temporal Representations for Satellite Image Time Series Classification. N Di Mauro, A Vergari, TMA Basile, FG Ventola, F Esposito DC@ PKDD/ECML, 2017 | 34 | 2017 |
| User-level label leakage from gradients in federated learning A Wainakh, F Ventola, T Müßig, J Keim, CG Cordero, E Zimmer, T Grube, ... arXiv preprint arXiv:2105.09369, 2021 | 32 | 2021 |
| DAFNe: A one-stage anchor-free approach for oriented object detection S Lang, F Ventola, K Kersting arXiv preprint arXiv:2109.06148, 2021 | 29 | 2021 |
| User label leakage from gradients in federated learning A Wainakh, F Ventola, T Müßig, J Keim, CG Cordero, E Zimmer, T Grube, ... arXiv preprint arXiv:2105.09369, 2021 | 28 | 2021 |
| Whittle networks: A deep likelihood model for time series Z Yu, FG Ventola, K Kersting International Conference on Machine Learning, 12177-12186, 2021 | 11 | 2021 |
| Alternative variable splitting methods to learn sum-product networks N Di Mauro, F Esposito, FG Ventola, A Vergari AI* IA 2017 Advances in Artificial Intelligence: XVIth International …, 2017 | 9 | 2017 |
| Residual sum-product networks F Ventola, K Stelzner, A Molina, K Kersting International Conference on Probabilistic Graphical Models, 545-556, 2020 | 6 | 2020 |
| Sum-product network structure learning by efficient product nodes discovery N Di Mauro, F Esposito, FG Ventola, A Vergari Intelligenza Artificiale 12 (2), 143-159, 2018 | 6 | 2018 |
| Recowns: Probabilistic circuits for trustworthy time series forecasting N Thoma, Z Yu, F Ventola, K Kersting arXiv preprint arXiv:2106.04148, 2021 | 5 | 2021 |
| Probabilistic circuits that know what they don’t know F Ventola, S Braun, Y Zhongjie, M Mundt, K Kersting Uncertainty in Artificial Intelligence, 2157-2167, 2023 | 4 | 2023 |
| Elevating perceptual sample quality in PCs through differentiable sampling S Lang, M Mundt, F Ventola, R Peharz, K Kersting NeurIPS 2021 workshop on pre-registration in machine learning, 1-25, 2022 | 4 | 2022 |
| Sum-product logic: integrating probabilistic circuits into deepproblog A Skryagin, K Stelzner, A Molina, F Ventola, Z Yu, K Kersting Working Notes of the ICML 2020 Workshop on Bridge Between Perception and …, 2020 | 4 | 2020 |
| Splog: Sum-product logic A Skryagin, K Stelzner, A Molina, F Ventola, K Kersting Proceedings of the 2nd international conference on probabilistic programming, 2020 | 3 | 2020 |
| Predictive whittle networks for time series Z Yu, F Ventola, N Thoma, DS Dhami, M Mundt, K Kersting Uncertainty in Artificial Intelligence, 2320-2330, 2022 | 2 | 2022 |
| Generative clausal networks: Relational decision trees as probabilistic circuits F Ventola, DS Dhami, K Kersting International Conference on Inductive Logic Programming, 251-265, 2021 | 1 | 2021 |
| Random sum-product forests with residual links F Ventola, K Stelzner, A Molina, K Kersting arXiv preprint arXiv:1908.03250, 2019 | 1 | 2019 |
| Elevating Perceptual Sample Quality in Probabilistic Circuits through Differentiable Sampling S Lang, M Mundt, F Ventola, R Peharz, K Kersting | | 2022 |
