From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
Causal Foundation Models with Continuous Treatments
Christopher Stith, Medha Barath, Vahid Balazadeh +2
The paper introduces a causal foundation model that can predict individual treatment-response curves for continuous interventions, using a transformer trained on a synthetic causal…
cs.LG2026
IV-ICL: Bounding Causal Effects with Instrumental Variables via In-Context Learning
Vahid Balazadeh, Hamidreza Kamkari, Medha Barath +2
The instrumental-variables (IV) setting is standard for partial identification of causal effects when unobserved confounding makes point identification impossible. Existing approac…