mlsanityData to 14 Oct 2026

Doubly Robust Adaptive Conformal Inference for Causal Effects Under Temporal Dependence

arXiv 2606.30500 ↗First posted 29 Jun 2026stat.ML cs.LG stat.COcited by 0

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Abstract (arXiv)

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

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 8 of its 26 references that are in the map. First posted on arXiv 29 Jun 2026.

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References · 8

  1. 2016Distribution-Free Predictive Inference For Regressioncited by 668
  2. 2015Estimation and Inference of Heterogeneous Treatment Effects using Random Forestscited by 600
  3. 2021Adaptive Conformal Inference Under Distribution Shiftcited by 375
  4. 2020Conformal Inference of Counterfactuals and Individual Treatment Effectscited by 151
  5. 2024Kernel-based Optimally Weighted Conformal Time-Series Predictioncited by 15
  6. 2025Predictive inference for time series: why is split conformal effective despite temporal dependence?cited by 10
  7. 2024Doubly Robust Conformalized Survival Analysis with Right-Censored Datacited by 6
  8. 2025Doubly Robust and Efficient Calibration of Prediction Sets for Right-Censored Time-to-Event Outcomescited by 3

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