Audrey Poinsot

According to our database, Audrey Poinsot authored at least 5 papers between 2023 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

CausalProfiler: Generating Synthetic Benchmarks for Rigorous and Transparent Evaluation of Causal Machine Learning.

Panayiotis Panayiotou, Audrey Poinsot, Alessandro Ferreira Leite, Nicolas Chesneau, Marc Schoenauer, Özgür Simsek

CoRR, November, 2025

Structural Causal Models for Synthetic Data Generation. (Modèles Causaux Structurels pour la Génération de Données Synthétiques).

Audrey Poinsot

PhD thesis, 2025

Position: Causal Machine Learning Requires Rigorous Synthetic Experiments for Broader Adoption.

Audrey Poinsot, Panayiotis Panayiotou, Alessandro Ferreira Leite, Nicolas Chesneau, Özgür Simsek, Marc Schoenauer

Proceedings of the Forty-second International Conference on Machine Learning, 2025

2024

Learning Structural Causal Models through Deep Generative Models: Methods, Guarantees, and Challenges.

Audrey Poinsot, Alessandro Ferreira Leite, Nicolas Chesneau, Michèle Sebag, Marc Schoenauer

Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 2024

2023

A Guide for Practical Use of ADMG Causal Data Augmentation.

Audrey Poinsot, Alessandro Ferreira Leite

CoRR, 2023