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math.ST2026
Causal Inference with High-Dimensional Treatments
Patrick Kramer, Edward H. Kennedy, Isaac M. Opper
In this work, we consider causal inference in various high-dimensional treatment settings, including for single multi-valued treatments and vector treatments with binary or continu…
math.ST2023
Estimating Average Treatment Effects in Regression Discontinuity Designs with Covariates under Minimal Assumptions
Patrick Kramer, Alexander Kreiß
We study regression discontinuity designs with the use of additional covariates for estimation of the average treatment effect. We provide a detailed proof of asymptotic normality…