SIRNET: Causal Adaptation of Pretrained Embeddings for Semiparametric Treatment-Effect Estimation Under Surrogacy

arXiv:2610.14011 · cs.LG, stat.ME · Submitted 2026-09-29 · Read on arXiv

cs.LG, stat.ME

Submitted: 2026-09-29

Updated: 2026-09-29

Terminology

• Adaptation — 1× in this paper · explained in 1 episode
• Embeddings — 1× in this paper · explained in 2 episodes

Sources

• On the role of surrogates in the efficient estimation of treatment effects with limited outcome data
• DeepBlip: Estimating Conditional Average Treatment Effects Over Time
• Perfect Match: A Simple Method for Learning Representations For Counterfactual Inference With Neural Networks
• TERRA: A Transformer-Enabled Recursive R-learner for Longitudinal Heterogeneous Treatment Effect Estimation

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