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Ilya Lipkovich

2 accepted papers

2025

Doubly Protected Estimation for Survival Outcomes Utilizing External Controls for Randomized Clinical Trials

ICML 2025poster

Censored survival data are common in clinical trials, but small control groups can pose challenges, particularly in rare diseases or where balanced randomization is impractical. Recent approaches leverage external controls from historical studies or real-world data to strengthen treatment evaluation…

Cited by 2SourcePDFScholar
2025

Doubly Robust Fusion of Many Treatments for Policy Learning

ICML 2025poster

Individualized treatment rules/recommendations (ITRs) aim to improve patient outcomes by tailoring treatments to the characteristics of each individual. However, in high-dimensional treatment settings, existing methods face significant challenges due to data sparsity within treatment groups and high…

Cited by 0SourcePDFScholar