Causal Inference

Towards Robust Classification Model by Counterfactual and Invariant Data Generation CVPR 2021 Transporting Causal Mechanisms for Unsupervised Domain Adaptation ICCV 2021 Treatment Effect Estimation with Disentangled Latent Factors AAAI 2021 Trigger is Not Sufficient: Exploiting Frame-aware Knowledge for Implicit Event Argument Extraction ACL 2021 Uncertain Decisions Facilitate Better Preference Learning NeurIPS 2021 Uncovering Main Causalities for Long-tailed Information Extraction EMNLP 2021 Unsupervised Knowledge Graph Alignment by Probabilistic Reasoning and Semantic Embedding IJCAI 2021 Updating the Belief Promotion Operator IJCAI 2021 Uplift Modeling with High Class Imbalance ACML 2021 Using Psychologically-Informed Priors for Suicide Prediction in the CLPsych 2021 Shared Task NAACL 2021 Utilizing Relative Event Time to Enhance Event-Event Temporal Relation Extraction EMNLP 2021 Valid Causal Inference with (Some) Invalid Instruments ICML 2021 Variational Data Assimilation with a Learned Inverse Observation Operator ICML 2021 VCNet and Functional Targeted Regularization For Learning Causal Effects of Continuous Treatments ICLR 2021 Wasserstein Random Forests and Applications in Heterogeneous Treatment Effects AISTATS 2021 When Pigs Fly: Contextual Reasoning in Synthetic and Natural Scenes ICCV 2021 Why did the distribution change? AISTATS 2021 Zero-Shot Day-Night Domain Adaptation With a Physics Prior ICCV 2021 A Bayesian Approach for Estimating Causal Effects from Observational Data AAAI 2020 Abstract Rule Based Pattern Learning with Neural Networks AAAI 2020 A/B Testing in Dense Large-Scale Networks: Design and Inference NeurIPS 2020 A Calculus for Stochastic Interventions:Causal Effect Identification and Surrogate Experiments AAAI 2020 A Causal Inference Method for Reducing Gender Bias in Word Embedding Relations AAAI 2020 A Causally Formulated Hazard Ratio Estimation through Backdoor Adjustment on Structural Causal Model MLHC 2020 A causal view of compositional zero-shot recognition NeurIPS 2020