Wehenkel, Antoine

11 publications

ICML 2025 Addressing Misspecification in Simulation-Based Inference Through Data-Driven Calibration Antoine Wehenkel, Juan L. Gamella, Ozan Sener, Jens Behrmann, Guillermo Sapiro, Joern-Henrik Jacobsen, Marco Cuturi

NeurIPS 2025 Inductive Domain Transfer in Misspecified Simulation-Based Inference Ortal Senouf, Antoine Wehenkel, Cédric Vincent-Cuaz, Emmanuel Abbe, Pascal Frossard

NeurIPS 2023 Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability Maciej Falkiewicz, Naoya Takeishi, Imahn Shekhzadeh, Antoine Wehenkel, Arnaud Delaunoy, Gilles Louppe, Alexandros Kalousis

NeurIPSW 2023 Inferring Cardiovascular Biomarkers with Hybrid Model Learning Ortal Senouf, Jens Behrmann, Joern-Henrik Jacobsen, Pascal Frossard, Emmanuel Abbe, Antoine Wehenkel

TMLR 2023 Robust Hybrid Learning with Expert Augmentation Antoine Wehenkel, Jens Behrmann, Hsiang Hsu, Guillermo Sapiro, Gilles Louppe, Joern-Henrik Jacobsen

TMLR 2022 A Crisis in Simulation-Based Inference? Beware, Your Posterior Approximations Can Be Unfaithful Joeri Hermans, Arnaud Delaunoy, François Rozet, Antoine Wehenkel, Volodimir Begy, Gilles Louppe

NeurIPS 2022 Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation Arnaud Delaunoy, Joeri Hermans, François Rozet, Antoine Wehenkel, Gilles Louppe

AISTATS 2021 Graphical Normalizing Flows Antoine Wehenkel, Gilles Louppe

AISTATS 2021 Neural Empirical Bayes: Source Distribution Estimation and Its Applications to Simulation-Based Inference Maxime Vandegar, Michael Kagan, Antoine Wehenkel, Gilles Louppe

ICMLW 2021 Diffusion Priors in Variational Autoencoders Antoine Wehenkel, Gilles Louppe

NeurIPS 2019 Unconstrained Monotonic Neural Networks Antoine Wehenkel, Gilles Louppe