2 papers
cs.AI2026
Foundation Models for Partial Causal Identification
Alexis Bellot, Anish Dhir
This paper investigates the development of causal foundation models for bounding the effect of interventions and counterfactuals from observational data. We show that a canonical p…
stat.ML2024
Towards Bounding Causal Effects under Markov Equivalence
Alexis Bellot
Predicting the effect of unseen interventions is a fundamental research question across the data sciences. It is well established that in general such questions cannot be answered…