causal effect

A Uniformly Consistent Estimator of non-Gaussian Causal Effects Under the k-Triangle-Faithfulness Assumption CLeaR 2022 Bayesian federated estimation of causal effects from observational data UAI 2022 Bounds on Causal Effects and Application to High Dimensional Data AAAI 2022 Causal Inference with Non-IID Data using Linear Graphical Models NeurIPS 2022 Efficient Least Squares for Estimating Total Effects under Linearity and Causal Sufficiency JMLR 2022 Estimating Social Influence from Observational Data CLeaR 2022 Finding and Listing Front-door Adjustment Sets NeurIPS 2022 Generalization Bounds and Representation Learning for Estimation of Potential Outcomes and Causal Effects JMLR 2022 Matching Learned Causal Effects of Neural Networks with Domain Priors ICML 2022 On testability of the front-door model via Verma constraints UAI 2022 Robustness of model predictions under extension UAI 2022 Actively Identifying Causal Effects with Latent Variables Given Only Response Variable Observable NeurIPS 2021 Answering Complex Causal Queries With the Maximum Causal Set Effect NeurIPS 2021 Bounding Causal Effects on Continuous Outcome AAAI 2021 Causal Identification with Matrix Equations NeurIPS 2021 Causal Modeling with Stochastic Confounders AISTATS 2021 Confidence in causal discovery with linear causal models UAI 2021 Counterfactual VQA: A Cause-Effect Look at Language Bias CVPR 2021 Distilling Causal Effect of Data in Class-Incremental Learning CVPR 2021 Estimating Identifiable Causal Effects on Markov Equivalence Class through Double Machine Learning ICML 2021 Instrumental Variable-based Identification for Causal Effects using Covariate Information AAAI 2021 Necessary and sufficient graphical conditions for optimal adjustment sets in causal graphical models with hidden variables NeurIPS 2021 Valid Causal Inference with (Some) Invalid Instruments ICML 2021 A Bayesian Approach for Estimating Causal Effects from Observational Data AAAI 2020 A Calculus for Stochastic Interventions:Causal Effect Identification and Surrogate Experiments AAAI 2020