causal inference

Error Causal inference for Multi-Fusion models NAACL 2021 Estimating Identifiable Causal Effects through Double Machine Learning AAAI 2021 Estimating Multi-cause Treatment Effects via Single-cause Perturbation NeurIPS 2021 Estimating the Long-Term Effects of Novel Treatments NeurIPS 2021 Estimating treatment effects with observed confounders and mediators UAI 2021 Estimation and Optimization of Composite Outcomes JMLR 2021 Everything Has a Cause: Leveraging Causal Inference in Legal Text Analysis NAACL 2021 Explaining the Efficacy of Counterfactually Augmented Data ICLR 2021 Exploiting Equality Constraints in Causal Inference AISTATS 2021 Factual Consistency Evaluation for Text Summarization via Counterfactual Estimation EMNLP 2021 Finding Regions of Heterogeneity in Decision-Making via Expected Conditional Covariance NeurIPS 2021 FLAME: A Fast Large-scale Almost Matching Exactly Approach to Causal Inference JMLR 2021 Flow-based Attribution in Graphical Models: A Recursive Shapley Approach ICML 2021 Generating Hypothetical Events for Abductive Inference ACL 2021 Generative Causal Explanations for Graph Neural Networks ICML 2021 High-Dimensional Feature Selection for Sample Efficient Treatment Effect Estimation AISTATS 2021 Honey or Poison? Solving the Trigger Curse in Few-shot Event Detection via Causal Intervention EMNLP 2021 How and Why to Use Experimental Data to Evaluate Methods for Observational Causal Inference ICML 2021 Human Trajectory Prediction via Counterfactual Analysis ICCV 2021 Identification and Estimation of Joint Probabilities of Potential Outcomes in Observational Studies with Covariate Information NeurIPS 2021 Identifying Causal Influences on Publication Trends and Behavior: A Case Study of the Computational Linguistics Community EMNLP 2021 Improving Causal Inference by Increasing Model Expressiveness AAAI 2021 Incentivizing Compliance with Algorithmic Instruments ICML 2021 Independent mechanism analysis, a new concept? NeurIPS 2021 Inferring Time-delayed Causal Relations in POMDPs from the Principle of Independence of Cause and Mechanism IJCAI 2021