causal effect identification

Counterfactual Generative Modeling with Variational Causal Inference ICLR 2025 On the Representation of Pairwise Causal Background Knowledge and Its Applications in Causal Inference JMLR 2025 Optimal Experiment Design for Causal Effect Identification JMLR 2025 Causal Effect Identification in a Sub-Population with Latent Variables NeurIPS 2024 Fast Proxy Experiment Design for Causal Effect Identification NeurIPS 2024 Identifying Causal Effects Under Functional Dependencies NeurIPS 2024 s-ID: Causal Effect Identification in a Sub-population AAAI 2024 Causal Effect Identification in Cluster DAGs AAAI 2023 Estimating Possible Causal Effects with Latent Variables via Adjustment ICML 2023 Causal Effect Identification with Context-specific Independence Relations of Control Variables AISTATS 2022 A Calculus for Stochastic Interventions:Causal Effect Identification and Surrogate Experiments AAAI 2020 Efficient Identification in Linear Structural Causal Models with Auxiliary Cutsets ICML 2020 Identification of Causal Effects in the Presence of Selection Bias AAAI 2019 Identifying Causal Effects via Context-specific Independence Relations NeurIPS 2019