Picchini, Umberto

3 publications

TMLR 2024 Fast, Accurate and Lightweight Sequential Simulation-Based Inference Using Gaussian Locally Linear Mappings Henrik Häggström, Pedro L. C. Rodrigues, Geoffroy Oudoumanessah, Florence Forbes, Umberto Picchini

UAI 2023 Jana: Jointly Amortized Neural Approximation of Complex Bayesian Models Stefan T. Radev, Marvin Schmitt, Valentin Pratz, Umberto Picchini, Ullrich Köthe, Paul-Christian Bürkner

ICML 2019 Partially Exchangeable Networks and Architectures for Learning Summary Statistics in Approximate Bayesian Computation Samuel Wiqvist, Pierre-Alexandre Mattei, Umberto Picchini, Jes Frellsen