treatment effect

Beyond Clinical Trials: Using Real World Evidence to Investigate Heterogeneous, Time-Varying Treatment Effects MLHC 2024 Causal Contrastive Learning for Counterfactual Regression Over Time NeurIPS 2024 Causal Inference from Competing Treatments ICML 2024 Continuous Treatment Effects with Surrogate Outcomes ICML 2024 Detecting critical treatment effect bias in small subgroups UAI 2024 DiffPO: A causal diffusion model for learning distributions of potential outcomes NeurIPS 2024 Dynamic Subgroup Identification in Covariate-adjusted Response-adaptive Randomization Experiments NeurIPS 2024 Estimating treatment effects from single-arm trials via latent-variable modeling AISTATS 2024 Exploiting Geometry for Treatment Effect Estimation via Optimal Transport AAAI 2024 Hierarchical and Density-based Causal Clustering NeurIPS 2024 Higher-Order Causal Message Passing for Experimentation with Complex Interference NeurIPS 2024 Independent-Set Design of Experiments for Estimating Treatment and Spillover Effects under Network Interference ICLR 2024 Off-policy estimation with adaptively collected data: the power of online learning NeurIPS 2024 Probabilities of Causation with Nonbinary Treatment and Effect AAAI 2024 Proximal Causal Inference for Synthetic Control with Surrogates AISTATS 2024 Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner NeurIPS 2024 The Causal Impact of Credit Lines on Spending Distributions AAAI 2024 Towards Safe Policy Learning under Partial Identifiability: A Causal Approach AAAI 2024 Unit Selection with Nonbinary Treatment and Effect AAAI 2024 Using Surrogates in Covariate-adjusted Response-adaptive Randomization Experiments with Delayed Outcomes NeurIPS 2024 Adaptive Principal Component Regression with Applications to Panel Data NeurIPS 2023 A Multi-Task Gaussian Process Model for Inferring Time-Varying Treatment Effects in Panel Data AISTATS 2023 CausalDialogue: Modeling Utterance-level Causality in Conversations ACL 2023 Causal Inference from Text: Unveiling Interactions between Variables EMNLP 2023 Causal Reasoning in the Presence of Latent Confounders via Neural ADMG Learning ICLR 2023