A crisis in simulation-based inference? beware, your posterior approximations can be unfaithful J Hermans, A Delaunoy, F Rozet, A Wehenkel, G Louppe Transactions on Machine Learning Research, 2022 | 89* | 2022 |
Towards reliable simulation-based inference with balanced neural ratio estimation A Delaunoy, J Hermans, F Rozet, A Wehenkel, G Louppe Advances in Neural Information Processing Systems 35, 20025-20037, 2022 | 24 | 2022 |
Neural posterior estimation for exoplanetary atmospheric retrieval M Vasist, F Rozet, O Absil, P Mollière, E Nasedkin, G Louppe Astronomy & Astrophysics 672, A147, 2023 | 21 | 2023 |
Score-based data assimilation F Rozet, G Louppe Advances in Neural Information Processing Systems 36, 40521-40541, 2023 | 13 | 2023 |
Arbitrary marginal neural ratio estimation for simulation-based inference F Rozet, G Louppe arXiv preprint arXiv:2110.00449, 2021 | 6 | 2021 |
Arbitrary Marginal Neural Ratio Estimation for Likelihood-free Inference F Rozet, G Louppe University of Liège, Liège, Belgique, 2021 | 5 | 2021 |
Score-based Data Assimilation for a Two-Layer Quasi-Geostrophic Model F Rozet, G Louppe arXiv preprint arXiv:2310.01853, 2023 | 2 | 2023 |
Learning Diffusion Priors from Observations by Expectation Maximization F Rozet, G Andry, F Lanusse, G Louppe arXiv preprint arXiv:2405.13712, 2024 | | 2024 |