structural causal model

Regularizing towards Causal Invariance: Linear Models with Proxies ICML 2021 The Causal-Neural Connection: Expressiveness, Learnability, and Inference NeurIPS 2021 Uncovering Main Causalities for Long-tailed Information Extraction EMNLP 2021 A Calculus for Stochastic Interventions:Causal Effect Identification and Surrogate Experiments AAAI 2020 A Causally Formulated Hazard Ratio Estimation through Backdoor Adjustment on Structural Causal Model MLHC 2020 Active Invariant Causal Prediction: Experiment Selection through Stability NeurIPS 2020 Causal Intervention for Weakly-Supervised Semantic Segmentation NeurIPS 2020 Collapsible IDA: Collapsing Parental Sets for Locally Estimating Possible Causal Effects UAI 2020 Constraint-Based Causal Discovery using Partial Ancestral Graphs in the presence of Cycles UAI 2020 Counterfactual Vision and Language Learning CVPR 2020 CREDICI: A Java Library for Causal Inference by Credal Networks PGM 2020 Deep Structural Causal Models for Tractable Counterfactual Inference NeurIPS 2020 Efficient Identification in Linear Structural Causal Models with Auxiliary Cutsets ICML 2020 Entropic Causal Inference: Identifiability and Finite Sample Results NeurIPS 2020 Explainable Reinforcement Learning through a Causal Lens AAAI 2020 Few-shot Domain Adaptation by Causal Mechanism Transfer ICML 2020 Interventional Few-Shot Learning NeurIPS 2020 Learning Joint Nonlinear Effects from Single-variable Interventions in the Presence of Hidden Confounders UAI 2020 Probabilistic Reasoning Across the Causal Hierarchy AAAI 2020 Structural Causal Models Are (Solvable by) Credal Networks PGM 2020 Theory-Based Causal Transfer:Integrating Instance-Level Induction and Abstract-Level Structure Learning AAAI 2020 Beyond Structural Causal Models: Causal Constraints Models UAI 2019 Causal Calculus in the Presence of Cycles, Latent Confounders and Selection Bias UAI 2019 Counterfactual Off-Policy Evaluation with Gumbel-Max Structural Causal Models ICML 2019 Efficient Identification in Linear Structural Causal Models with Instrumental Cutsets NeurIPS 2019