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Peter B. Gilbert

2 accepted papers

2026

Privacy-Protected Causal Survival Analysis Under Distribution Shift

ICLR 2026poster

Causal inference across multiple data sources can improve the generalizability and reproducibility of scientific findings. However, for time-to-event outcomes, data integration methods remain underdeveloped, especially when populations are heterogeneous and privacy constraints prevent direct data po…

Cited by 0SourceScholar
2025

Bridging Fairness and Efficiency in Conformal Inference: A Surrogate-Assisted Group-Clustered Approach

ICML 2025poster

Standard conformal prediction ensures marginal coverage but consistently undercovers underrepresented groups, limiting its reliability for fair uncertainty quantification. Group fairness requires prediction sets to achieve a user-specified coverage level within each protected group. While group-wise…

Cited by 0SourcePDFScholar