2 papers
stat.ML2026
Distributional Causal Mediation via Conditional Generative Modeling
Jinlun Zhang, Haoneng Huang, Zishu Zhan +1
Mediation analysis has traditionally focused on outcome-level summary contrasts, such as mean effects, which may obscure substantial distributional changes induced by complex and n…
stat.ME2025
C-learning in estimation of optimal individualized treatment regimes for recurrent disease
Zi-Shu Zhan, Jin-Lun Zhang, Chen Shi +2
Recurrent events, characterized by the repeated occurrence of the same event in an individual, are a common type of data in medical research. Motivated by cancer recurrences, we ai…