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latent confounder

48 papers

Papers

Nonlinear Causal Discovery with Latent Confounders ICML 2023 Discovery and density estimation of latent confounders in Bayesian networks with evidence lower bound PGM 2022 Efficient Neural Causal Discovery without Acyclicity Constraints ICLR 2022 Greedy equivalence search in the presence of latent confounders UAI 2022 Latent Hierarchical Causal Structure Discovery with Rank Constraints NeurIPS 2022 On Covariate Shift of Latent Confounders in Imitation and Reinforcement Learning ICLR 2022 Sound and Complete Causal Identification with Latent Variables Given Local Background Knowledge NeurIPS 2022 Actively Identifying Causal Effects with Latent Variables Given Only Response Variable Observable NeurIPS 2021 Causal Modeling with Stochastic Confounders AISTATS 2021 Collaborative Causal Discovery with Atomic Interventions NeurIPS 2021 Iterative Causal Discovery in the Possible Presence of Latent Confounders and Selection Bias NeurIPS 2021 Off-policy Evaluation in Infinite-Horizon Reinforcement Learning with Latent Confounders AISTATS 2021 Statistical Undecidability in Linear, Non-Gaussian Causal Models in the Presence of Latent Confounders NeurIPS 2021 Causal Inference using Gaussian Processes with Structured Latent Confounders ICML 2020 High-recall causal discovery for autocorrelated time series with latent confounders NeurIPS 2020 RCD: Repetitive causal discovery of linear non-Gaussian acyclic models with latent confounders AISTATS 2020 Structure Learning for Cyclic Linear Causal Models UAI 2020 Causal Calculus in the Presence of Cycles, Latent Confounders and Selection Bias UAI 2019 Estimating Causal Effects of Tone in Online Debates IJCAI 2019 Object Conditioning for Causal Inference UAI 2019 Policy Evaluation with Latent Confounders via Optimal Balance NeurIPS 2019 Contextual Bandits with Latent Confounders: An NMF Approach AISTATS 2017 Bayesian Estimation of Causal Direction in Acyclic Structural Equation Models with Individual-specific Confounder Variables and Non-Gaussian Distributions JMLR 2014