average treatment effect

Fundamental Limits and Optimal Methods for Sharp Analytical Causal Bounds in Instrumental Variable Models UAI 2026 Improving TabPFN’s Synthetic Data Generation by Integrating Causal Structure UAI 2026 Information-Theoretic Lower Bounds for Causal Inference under Credal Uncertainty UAI 2026 Sharp Bounds for Treatment Effect Generalization under Outcome Distribution Shift CLeaR 2026 Variance reduction combining pre-experiment and in-experiment data CLeaR 2026 Workload-Preserving Differentially Private Synthetic Data for Causal Inference via Maximum-Entropy Calibration UAI 2026 Automatic debiasing of neural networks via moment-constrained learning CLeaR 2025 Causal Effect of Functional Treatment JMLR 2025 Causal Inference amid Missingness-Specific Independences and Mechanism Shifts UAI 2025 Compositional Causal Reasoning Evaluation in Language Models ICML 2025 Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets ICLR 2025 DisC2o-HD: Distributed causal inference with covariates shift for analyzing real-world high-dimensional data JMLR 2025 Efficient and Robust Semi-supervised Estimation of Average Treatment Effect with Partially Annotated Treatment and Response JMLR 2025 Federated Causal Inference: Multi-Study ATE Estimation beyond Meta-Analysis AISTATS 2025 Logarithmic Neyman Regret for Adaptive Estimation of the Average Treatment Effect AISTATS 2025 On Distributional Discrepancy for Experimental Design with General Assignment Probabilities AISTATS 2025 Optimistic Algorithms for Adaptive Estimation of the Average Treatment Effect ICML 2025 Sampling Boundary for Causal Effect Estimation ACML 2025 Stabilized Inverse Probability Weighting via Isotonic Calibration CLeaR 2025 Structure-agnostic Optimality of Doubly Robust Learning for Treatment Effect Estimation (Extended Abstract) COLT 2025 What Makes Treatment Effects Identifiable? Characterizations and Estimators Beyond Unconfoundedness (Extended Abstract) COLT 2025 Your Assumed DAG is Wrong And Here’s How To Deal With It CLeaR 2025 A/B testing under Interference with Partial Network Information AISTATS 2024 Active Adaptive Experimental Design for Treatment Effect Estimation with Covariate Choice ICML 2024 Asymptotically Optimal and Computationally Efficient Average Treatment Effect Estimation in A/B testing ICML 2024