Averting A Crisis In Simulation-Based Inference J Hermans, A Delaunoy, F Rozet, A Wehenkel, G Louppe arXiv preprint arXiv:2110.06581, 2021 | 43 | 2021 |
A trust crisis in simulation-based inference? your posterior approximations can be unfaithful J Hermans, A Delaunoy, F Rozet, A Wehenkel, V Begy, G Louppe arXiv preprint arXiv:2110.06581, 2021 | 22 | 2021 |
Neural posterior estimation for exoplanetary atmospheric retrieval M Vasist, F Rozet, O Absil, P Mollière, E Nasedkin, G Louppe Astronomy & Astrophysics 672, A147, 2023 | 16 | 2023 |
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 | 16 | 2022 |
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 | 10 | 2022 |
A trust crisis in simulation-based inference J Hermans, A Delaunoy, F Rozet, A Wehenkel, V Begy, G Louppe Your posterior approximations can be unfaithful, 2021 | 8 | 2021 |
Score-based data assimilation F Rozet, G Louppe Advances in Neural Information Processing Systems 36, 2024 | 6 | 2024 |
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 | 1 | 2023 |