Causal Inference

Anytime Information Cascade Popularity Prediction via Self-Exciting Processes ICML 2022 A Probabilistic Graphical Model Based on Neural-Symbolic Reasoning for Visual Relationship Detection CVPR 2022 A query-optimal algorithm for finding counterfactuals ICML 2022 Are All Spurious Features in Natural Language Alike? An Analysis through a Causal Lens EMNLP 2022 Argument Novelty and Validity Assessment via Multitask and Transfer Learning COLING 2022 Asymmetry Learning for Counterfactually-invariant Classification in OOD Tasks ICLR 2022 A Synthetic Prediction Market for Estimating Confidence in Published Work AAAI 2022 A Theoretical Study on Solving Continual Learning NeurIPS 2022 A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources ICML 2022 A Universal PINNs Method for Solving Partial Differential Equations with a Point Source IJCAI 2022 Bayesian federated estimation of causal effects from observational data UAI 2022 Bayesian Inference and Partial Identification in Multi-Treatment Causal Inference with Unobserved Confounding AISTATS 2022 Bayesian Spline Learning for Equation Discovery of Nonlinear Dynamics with Quantified Uncertainty NeurIPS 2022 Benchmarking Heterogeneous Treatment Effect Models through the Lens of Interpretability NeurIPS 2022 Bivariate Causal Discovery for Categorical Data via Classification with Optimal Label Permutation NeurIPS 2022 Boosting Document-Level Relation Extraction by Mining and Injecting Logical Rules EMNLP 2022 Bounding Counterfactuals under Selection Bias PGM 2022 Bounds on Causal Effects and Application to High Dimensional Data AAAI 2022 C2L: Causally Contrastive Learning for Robust Text Classification AAAI 2022 Calibration Error for Heterogeneous Treatment Effects AISTATS 2022 CaM-Gen: Causally Aware Metric-Guided Text Generation ACL 2022 Can AMR Assist Legal and Logical Reasoning? EMNLP 2022 Can Language Models Serve as Temporal Knowledge Bases? EMNLP 2022 Can Transformers Reason in Fragments of Natural Language? EMNLP 2022 CARE: Causality Reasoning for Empathetic Responses by Conditional Graph Generation EMNLP 2022