Causal Inference

Transfer Learning with Synthetic Corpora for Spatial Role Labeling and Reasoning EMNLP 2022 Truncated Matrix Power Iteration for Differentiable DAG Learning NeurIPS 2022 Understanding Interpersonal Conflict Types and their Impact on Perception Classification EMNLP 2022 Unit Selection with Causal Diagram AAAI 2022 Unravelling the Performance of Physics-informed Graph Neural Networks for Dynamical Systems NeurIPS 2022 Unsupervised Causal Binary Concepts Discovery with VAE for Black-Box Model Explanation AAAI 2022 Unsupervised Causal Generative Understanding of Images NeurIPS 2022 Use of prosodic and lexical cues for disambiguating wh-words in Korean Interspeech 2022 Using Embeddings for Causal Estimation of Peer Influence in Social Networks NeurIPS 2022 VACA: Designing Variational Graph Autoencoders for Causal Queries AAAI 2022 Validating Causal Inference Methods ICML 2022 Variance Minimization in the Wasserstein Space for Invariant Causal Prediction AISTATS 2022 Verification and search algorithms for causal DAGs NeurIPS 2022 VIM: Variational Independent Modules for Video Prediction CLeaR 2022 Visual Abductive Reasoning CVPR 2022 Weakly supervised causal representation learning NeurIPS 2022 Weakly Supervised Disentangled Generative Causal Representation Learning JMLR 2022 Weakly Supervised Neural Symbolic Learning for Cognitive Tasks AAAI 2022 Weakly Supervised Neuro-Symbolic Module Networks for Numerical Reasoning over Text AAAI 2022 Weak Separation in Mixture Models and Implications for Principal Stratification AISTATS 2022 What changed? Investigating Debiasing Methods using Causal Mediation Analysis NAACL 2022 What Does My GNN Really Capture? On Exploring Internal GNN Representations IJCAI 2022 What is Right for Me is Not Yet Right for You: A Dataset for Grounding Relative Directions via Multi-Task Learning IJCAI 2022 What's the Harm? Sharp Bounds on the Fraction Negatively Affected by Treatment NeurIPS 2022 When Does Group Invariant Learning Survive Spurious Correlations? NeurIPS 2022