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Delaunoy Arnaud

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Main Referenced Co-authors
Louppe, Gilles  (7)
Wehenkel, Antoine  (4)
Hermans, Joeri  (2)
Rozet, François  (2)
Weniger, Christoph (2)
Main Referenced Keywords
Computer Science - Learning (5); Statistics - Machine Learning (4); Likelihood-free inference (2); Machine learning (2); Simulation-based inference (2);
Main Referenced Disciplines
Computer science (8)
Mathematics (1)
Space science, astronomy & astrophysics (1)

Publications (total 8)

The most downloaded
731 downloads
Delaunoy, A. (2025). Towards Reliable Simulation-based Inference [Doctoral thesis, ULiège - Université de Liège]. ORBi-University of Liège. https://orbi.uliege.be/handle/2268/325940 https://hdl.handle.net/2268/325940

The most cited

15 citations (Scopus®)

Delaunoy, A.* , Hermans, J.* , Rozet, F., Wehenkel, A., & Louppe, G. (December 2022). Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation. Advances in Neural Information Processing Systems, 35. https://hdl.handle.net/2268/303751

Articles accepted in reviewed journal

Hermans, J., Delaunoy, A., Rozet, F., Wehenkel, A., & Louppe, G. (2022). A Crisis In Simulation-Based Inference? Beware, Your Posterior Approximations Can Be Unfaithful. Transactions on Machine Learning Research.
Peer Reviewed verified by ORBi

Articles accepted in conference proceedings

Falkiewicz, M., Takeishi, N., Shekhzadeh, I., Wehenkel, A., Delaunoy, A., Louppe, G., & Kalousis, A. (2023). Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability. Advances in Neural Information Processing Systems. doi:10.48550/arXiv.2310.13402
Peer Reviewed verified by ORBi

Delaunoy, A.* , Hermans, J.* , Rozet, F., Wehenkel, A., & Louppe, G. (December 2022). Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation. Advances in Neural Information Processing Systems, 35.
Peer Reviewed verified by ORBi
* These authors have contributed equally to this work.

Oral presentations in conferences with scientific selection committee

Delaunoy, A., Kurt Miller, B., Forré, P., Weniger, C., & Louppe, G. (21 April 2023). Balancing Simulation-based Inference for Conservative Posteriors [Paper presentation]. 5th Symposium on Advances in Approximate Bayesian Inference, Honolulu, United States.
Peer reviewed

Preprints

Delaunoy, A.* , de la Brassinne Bonardeaux, M.* , Mishra-Sharma, S., & Louppe, G. (2024). Low-Budget Simulation-Based Inference with Bayesian Neural Networks. ORBi-University of Liège. https://orbi.uliege.be/handle/2268/323150.
* These authors have contributed equally to this work.

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