Two Layers of Instability in Causal Estimation
Alexis Bellot
stat.ML, cs.LG, stat.ME
Submitted: 2026-06-19
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- Nonparametric identification is not enough, but randomized controlled trials are
- Towards Bounding Causal Effects under Markov Equivalence
- A Bayesian Approach to Constraint Based Causal Inference
- What can be estimated? Identifiability, estimability, causal inference and ill-posed inverse problems
- On the Validity of Covariate Adjustment for Estimating Causal Effects
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