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causal effect identification

13 papers

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Co-occurring keywords

causal inference (1630) causal effect (107) causal graph (140) graphical model (864) structural causal model (184) directed acyclic graph (245) observational datum (109) causal identification (37) context-specific independence (8) latent variable (541)

Papers

Optimal Experiment Design for Causal Effect Identification JMLR 2025
On the Representation of Pairwise Causal Background Knowledge and Its Applications in Causal Inference JMLR 2025
Identifying Causal Effects Under Functional Dependencies NIPS 2024
Fast Proxy Experiment Design for Causal Effect Identification NIPS 2024
s-ID: Causal Effect Identification in a Sub-population AAAI 2024
Causal Effect Identification in a Sub-Population with Latent Variables NIPS 2024
Estimating Possible Causal Effects with Latent Variables via Adjustment ICML 2023
Causal Effect Identification in Cluster DAGs AAAI 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 NIPS 2019