2 papers
stat.ML2026
Two Layers of Instability in Causal Estimation
Alexis Bellot
There is a precise sense in which drawing causal inferences from observational data is hard, even when identifiability is assumed. In particular, Robins and Ritov (1997) and Robins…
cs.LG2025
Partial Transportability for Domain Generalization
Kasra Jalaldoust, Alexis Bellot, Elias Bareinboim
A fundamental task in AI is providing performance guarantees for predictions made in unseen domains. In practice, there can be substantial uncertainty about the distribution of new…