Artificial intelligence surrogates for treatment effect estimation with before-and-after data

arXiv:2609.27180 · stat.ML, cs.LG · Submitted 2026-09-23 · Read on arXiv

stat.ML, cs.LG

Submitted: 2026-09-23

Updated: 2026-09-23

Terminology

• Covariate Shift — 26× in this paper · explained in 2 episodes
• Consistency — 13× in this paper · explained in 3 episodes
• Causal Inference — 10× in this paper · explained in 4 episodes
• Accuracy — 3× in this paper · explained in 1 episode
• Adam — 2× in this paper · explained in 2 episodes
• Calibration — 2× in this paper · explained in 7 episodes
• Embeddings — 2× in this paper · explained in 2 episodes
• Artificial Intelligence (AI) — 1× in this paper · explained in 2 episodes
• Distribution Shift — 1× in this paper · explained in 5 episodes
• Elias — 1× in this paper · explained in 2 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Longitudinal Data — 1× in this paper · explained in 2 episodes
• Perplexity — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• PPI++: Efficient Prediction-Powered Inference
• Calibeating Prediction-Powered Inference

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