Accueil
Équipe
Publications
Open Source
Démos
Évènements
Blog
Carrières
Nous joindre
Français
Français
English
ServiceNow
ServiceNow recherche
Tags
Interventions
ServiceNow recherche
Interventions
Benchmarking Bayesian Causal Discovery Methods for Downstream Treatment Effect Estimation
The practical utility of causality in decision-making is widely recognized, with causal discovery and inference being inherently …
Chris Chinenye Emezue
,
Alexandre Drouin
,
Tristan Deleu
,
Stefan Bauer
,
Yoshua Bengio
Workshop on Structured Probabilistic Inference & Generative Modeling (ICML), 2023.
PDF
Citation
Differentiable Causal Discovery from Interventional Data
Learning a causal directed acyclic graph from data is a challenging task that involves solving a combinatorial problem for which the …
Philippe Brouillard
,
Sébastien Lachapelle
,
Alexandre Lacoste
,
Simon Lacoste-Julien
,
Alexandre Drouin
Conference on Neural Information Processing Systems (NeurIPS), 2020.
PDF
Citation
Code
Vidéo
Gradient-Based Neural DAG Learning with Interventions
Decision making based on statistical association alone can be a dangerous en- deavor due to non-causal associations. Ideally, one would …
Philippe Brouillard
,
Alexandre Drouin
,
Sébastien Lachapelle
,
Alexandre Lacoste
,
Simon Lacoste-Julien
Workshop at the International Conference on Learning Representations (ICLR), 2020.
PDF
Citation
Code
Vidéo
Citation
×