Causal Inference Under Unmeasured Confounding With Negative Controls: A Minimax Learning Approach

arXiv:2103.14029 · stat.ML, cs.LG, stat.ME · Submitted 2021-03-25 · Read on arXiv

stat.ML, cs.LG, stat.ME

Submitted: 2021-03-25

Updated: 2026-10-25

Terminology

• Causal Inference — 2× in this paper · explained in 5 episodes
• Hilbert Space — 1× in this paper · explained in 2 episodes

Related papers

• Behavior of prediction performance metrics with rare events
• Optimal Estimation of Generic Dynamics by Path-Dependent Neural Jump ODEs
• A Posterior-Dynamics Framework for Imaging Inverse Problems with Pretrained Diffusion Priors
• Scalable Posterior Uncertainty for Flexible Density-Based Clustering
• A Transport Geometry of Benign Overfitting
• Efficient quadratic entropy with distance sketches