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 Transactions on Machine Learning Research, 2021 | 76* | 2021 |
Lightning-Fast Gravitational Wave Parameter Inference through Neural Amortization A Delaunoy, A Wehenkel, T Hinderer, S Nissanke, C Weniger, ... Machine Learning and the Physical Sciences Workshop at NeurIPS2020, 2020 | 23 | 2020 |
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, 2022 | 14 | 2022 |
Balancing simulation-based inference for conservative posteriors A Delaunoy, BK Miller, P Forré, C Weniger, G Louppe arXiv preprint arXiv:2304.10978, 2023 | 4 | 2023 |
SAE: Sequential Anchored Ensembles A Delaunoy, G Louppe Bayesian Deep Learning workshop at NeurIPS 2021, 2021 | 2 | 2021 |
Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability M Falkiewicz, N Takeishi, I Shekhzadeh, A Wehenkel, A Delaunoy, ... Advances in Neural Information Processing Systems 36, 2024 | 1 | 2024 |