Causal Inference

Instance-dependent Label-noise Learning under a Structural Causal Model NeurIPS 2021 Instrumental Variable-based Identification for Causal Effects using Covariate Information AAAI 2021 Interpretable Models for Granger Causality Using Self-explaining Neural Networks ICLR 2021 Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models NeurIPS 2021 Interventional Video Grounding With Dual Contrastive Learning CVPR 2021 Intervention Efficient Algorithms for Approximate Learning of Causal Graphs ALT 2021 Invariance Principle Meets Information Bottleneck for Out-of-Distribution Generalization NeurIPS 2021 Invariant representation learning for treatment effect estimation UAI 2021 Inverse Reinforcement Learning From Like-Minded Teachers AAAI 2021 Isometric Propagation Network for Generalized Zero-shot Learning ICLR 2021 It’s quality and quantity: the effect of the amount of comments on online suicidal posts EMNLP 2021 Joint Coreference Resolution and Character Linking for Multiparty Conversation EACL 2021 Knowledge-aware Zero-Shot Learning: Survey and Perspective IJCAI 2021 Knowledge-Enriched Event Causality Identification via Latent Structure Induction Networks ACL 2021 Knowledge Graph Representation Learning using Ordinary Differential Equations EMNLP 2021 Latent Convergent Cross Mapping ICLR 2021 Learning Adjustment Sets from Observational and Limited Experimental Data AAAI 2021 Learning a High-dimensional Linear Structural Equation Model via l1-Regularized Regression JMLR 2021 Learning Causal Representation for Training Cross-Domain Pose Estimator via Generative Interventions ICCV 2021 Learning Causal Semantic Representation for Out-of-Distribution Prediction NeurIPS 2021 Learning Deep Features in Instrumental Variable Regression ICLR 2021 Learning Event Graph Knowledge for Abductive Reasoning ACL 2021 Learning Faithful Representations of Causal Graphs ACL 2021 Learning Generalized Gumbel-max Causal Mechanisms NeurIPS 2021 Learning Individually Fair Classifier with Path-Specific Causal-Effect Constraint AISTATS 2021