2 papers
stat.ML2025
C-Learner: Constrained Learning for Causal Inference
Tiffany Tianhui Cai, Yuri Fonseca, Kaiwen Hou +1
Popular debiased estimation methods for causal inference -- such as augmented inverse propensity weighting and targeted maximum likelihood estimation -- enjoy desirable asymptotic…
stat.ML2024
Nonparametric Instrumental Variable Regression through Stochastic Approximate Gradients
Yuri Fonseca, Caio Peixoto, Yuri Saporito
Instrumental variables (IVs) provide a powerful strategy for identifying causal effects in the presence of unobservable confounders. Within the nonparametric setting (NPIV), recent…