individual treatment effect

PITE: Multi-Prototype Alignment for Individual Treatment Effect Estimation AAAI 2026 Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates AAAI 2025 Counterfactual Contrastive Learning with Normalizing Flows for Robust Treatment Effect Estimation ICML 2025 Adversarially Balanced Representation for Continuous Treatment Effect Estimation AAAI 2024 A Linear Algebraic Framework for Counterfactual Generation ICLR 2024 PairNet: Training with Observed Pairs to Estimate Individual Treatment Effect ICML 2024 Unit Selection with Nonbinary Treatment and Effect AAAI 2024 Adversarial De-confounding in Individualised Treatment Effects Estimation AISTATS 2023 Conformal Meta-learners for Predictive Inference of Individual Treatment Effects NeurIPS 2023 Estimating individual treatment effects under unobserved confounding using binary instruments ICLR 2023 Learning Causal Effects on Hypergraphs (Extended Abstract) IJCAI 2023 Transfer learning for individual treatment effect estimation UAI 2023 Counterfactual Neural Temporal Point Process for Estimating Causal Influence of Misinformation on Social Media NeurIPS 2022 Sample Constrained Treatment Effect Estimation NeurIPS 2022 Regret Minimization for Causal Inference on Large Treatment Space AISTATS 2021 A New Representation Learning Method for Individual Treatment Effect Estimation: Split Covariate Representation Network ACML 2020 Identifying Causal-Effect Inference Failure with Uncertainty-Aware Models NeurIPS 2020 IGNITE: A Minimax Game Toward Learning Individual Treatment Effects from Networked Observational Data IJCAI 2020 Learning Counterfactual Representations for Estimating Individual Dose-Response Curves AAAI 2020 Active Learning for Decision-Making from Imbalanced Observational Data ICML 2019 A Distillation Approach to Data Efficient Individual Treatment Effect Estimation AAAI 2019 Classifying Treatment Responders Under Causal Effect Monotonicity ICML 2019 CounterFactual Regression with Importance Sampling Weights IJCAI 2019 When Do Words Matter? Understanding the Impact of Lexical Choice on Audience Perception Using Individual Treatment Effect Estimation AAAI 2019 Representation Learning for Treatment Effect Estimation from Observational Data NeurIPS 2018