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collider bia

4 papers

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Co-occurring keywords · papers mentioning both

causal inference (3) shadow variable (2) treatment effect estimation (2) counterfactuals (1) generative adversarial model (1) representative data (1) residual treatment (1) latent confounding (1) out of distribution (1) instrumental variable (1)

Papers

cc-Shapley: Measuring Multivariate Feature Importance Needs Causal Context UAI 2026 A Generative Approach for Treatment Effect Estimation under Collider Bias: From an Out-of-Distribution Perspective ICML 2024 Learning Shadow Variable Representation for Treatment Effect Estimation under Collider Bias ICML 2024 Two-Stage Shadow Inclusion Estimation: An IV Approach for Causal Inference under Latent Confounding and Collider Bias ICML 2024