Causal Inference

Causal Intervention for Subject-Deconfounded Facial Action Unit Recognition AAAI 2022 Causal Intervention Improves Implicit Sentiment Analysis COLING 2022 Causality-driven Hierarchical Structure Discovery for Reinforcement Learning NeurIPS 2022 Causality Inspired Representation Learning for Domain Generalization CVPR 2022 Causality Preserving Chaotic Transformation and Classification using Neurochaos Learning NeurIPS 2022 Causally motivated multi-shortcut identification and removal NeurIPS 2022 Causally motivated shortcut removal using auxiliary labels AISTATS 2022 CausalNLP Tutorial: An Introduction to Causality for Natural Language Processing EMNLP 2022 CausalQA: A Benchmark for Causal Question Answering COLING 2022 Causal Structure Discovery between Clusters of Nodes Induced by Latent Factors CLeaR 2022 Causal Transformer for Estimating Counterfactual Outcomes ICML 2022 Cause-effect inference through spectral independence in linear dynamical systems: theoretical foundations CLeaR 2022 Causes of Effects: Learning Individual Responses from Population Data IJCAI 2022 C-CAM: Causal CAM for Weakly Supervised Semantic Segmentation on Medical Image CVPR 2022 CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior NeurIPS 2022 CEM: Machine-Human Chatting Handoff via Causal-Enhance Module EMNLP 2022 Certified Robustness Against Natural Language Attacks by Causal Intervention ICML 2022 Challenges and Applications of Automated Extraction of Socio-political Events from Text (CASE 2022): Workshop and Shared Task Report EMNLP 2022 CITRIS: Causal Identifiability from Temporal Intervened Sequences ICML 2022 CLEVRER-Humans: Describing Physical and Causal Events the Human Way NeurIPS 2022 Cluster Randomized Designs for One-Sided Bipartite Experiments NeurIPS 2022 Combining Extraction and Generation for Constructing Belief-Consequence Causal Links ACL 2022 Commonsense Knowledge Salience Evaluation with a Benchmark Dataset in E-commerce EMNLP 2022 Communicative Subgraph Representation Learning for Multi-Relational Inductive Drug-Gene Interaction Prediction IJCAI 2022 Conceptualizing Treatment Leakage in Text-based Causal Inference NAACL 2022