Causal Inference

Generative Interventions for Causal Learning CVPR 2021 Graph Edit Networks ICLR 2021 Gravity-Aware Monocular 3D Human-Object Reconstruction ICCV 2021 Grounding Physical Concepts of Objects and Events Through Dynamic Visual Reasoning ICLR 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 How Helpful is Inverse Reinforcement Learning for Table-to-Text Generation? ACL 2021 Human Trajectory Prediction via Counterfactual Analysis ICCV 2021 Hybrid Probabilistic Inference with Logical and Algebraic Constraints: a Survey IJCAI 2021 I Beg to Differ: A study of constructive disagreement in online conversations EACL 2021 Identification and Estimation of Joint Probabilities of Potential Outcomes in Observational Studies with Covariate Information NeurIPS 2021 Identification of Partially Observed Linear Causal Models: Graphical Conditions for the Non-Gaussian and Heterogeneous Cases NeurIPS 2021 Identifying Causal Influences on Publication Trends and Behavior: A Case Study of the Computational Linguistics Community EMNLP 2021 Improving Causal Discovery By Optimal Bayesian Network Learning AAAI 2021 Improving Causal Inference by Increasing Model Expressiveness AAAI 2021 Improving Commonsense Causal Reasoning by Adversarial Training and Data Augmentation AAAI 2021 Improving Counterfactual Generation for Fair Hate Speech Detection ACL 2021 Improving Cross-Lingual Transfer for Event Argument Extraction with Language-Universal Sentence Structures EACL 2021 Incentivizing Compliance with Algorithmic Instruments ICML 2021 Incorporating causal graphical prior knowledge into predictive modeling via simple data augmentation UAI 2021 Independent mechanism analysis, a new concept? NeurIPS 2021 Indoor Lighting Estimation Using an Event Camera CVPR 2021 Inferring Time-delayed Causal Relations in POMDPs from the Principle of Independence of Cause and Mechanism IJCAI 2021 Influence Tuning: Demoting Spurious Correlations via Instance Attribution and Instance-Driven Updates EMNLP 2021