2 papers
stat.ME2026
Design-based theory for causal inference from adaptive experiments
Xinran Li, Anqi Zhao
Adaptive designs dynamically update treatment probabilities using information accumulated during the experiment. Existing theory for causal inference from adaptive experiments prim…
stat.ME2025
Sensitivity Analysis for Observational Studies with Flexible Matched Designs
Xinran Li
Observational studies provide invaluable opportunities to draw causal inference, but they may suffer from biases due to pretreatment difference between treated and control units. M…