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Alexander W. Levis

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
2024

Causal Inference in the Closed-Loop: Marginal Structural Models for Sequential Excursion Effects

NeurIPS 2024poster

Optogenetics is widely used to study the effects of neural circuit manipulation on behavior. However, the paucity of causal inference methodological work on this topic has resulted in analysis conventions that discard information, and constrain the scientific questions that can be posed. To fill thi…

Cited by 1SourcePDFScholar