Doubly Robust Adaptive Conformal Inference for Causal Effects Under Temporal Dependence

Andreas Koukorinis; Ricardo Silva

Doubly Robust Adaptive Conformal Inference for Causal Effects Under Temporal Dependence

Machine Learning 2026-06-29 v1 Machine Learning Computation

Authors: Andreas Koukorinis , Ricardo Silva

Abstract

We propose doubly robust adaptive conformal inference (DR-ACI), which constructs prediction intervals for doubly robust pseudo-outcomes under temporal dependence.

Cite

@article{arxiv.2606.30500,
  title  = {Doubly Robust Adaptive Conformal Inference for Causal Effects Under Temporal Dependence},
  author = {Andreas Koukorinis and Ricardo Silva},
  journal= {arXiv preprint arXiv:2606.30500},
  year   = {2026}
}