Publications and communications of Arnaud Delaunoy

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.

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

Delaunoy, A.* , Hermans, J.* , Rozet, F., Wehenkel, A., & Louppe, G. (2022). Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation. Advances in Neural Information Processing Systems.
* 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.