Causal Inference

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 Word Embeddings via Causal Inference: Gender Bias Reducing and Semantic Information Preserving AAAI 2022 Actively Identifying Causal Effects with Latent Variables Given Only Response Variable Observable NeurIPS 2021 A Generative Adversarial Framework for Bounding Confounded Causal Effects AAAI 2021 ANOCE: Analysis of Causal Effects with Multiple Mediators via Constrained Structural Learning ICLR 2021 A Survey of Online Hate Speech through the Causal Lens EMNLP 2021 A Theory of Independent Mechanisms for Extrapolation in Generative Models AAAI 2021 Bounding Causal Effects on Continuous Outcome AAAI 2021 Causal Augmentation for Causal Sentence Classification EMNLP 2021 Causal Autoregressive Flows AISTATS 2021 Causal Bandits with Unknown Graph Structure NeurIPS 2021 Causal Direction of Data Collection Matters: Implications of Causal and Anticausal Learning for NLP EMNLP 2021 Causal Effect Inference for Structured Treatments NeurIPS 2021 Causal Hidden Markov Model for Time Series Disease Forecasting CVPR 2021 Causal Inference for Event Pairs in Multivariate Point Processes NeurIPS 2021 Counterfactual Fairness with Disentangled Causal Effect Variational Autoencoder AAAI 2021 Counterfactual Maximum Likelihood Estimation for Training Deep Networks NeurIPS 2021 De-biasing Distantly Supervised Named Entity Recognition via Causal Intervention ACL 2021 De-Confounded Variational Encoder-Decoder for Logical Table-to-Text Generation ACL 2021 Deep Jump Learning for Off-Policy Evaluation in Continuous Treatment Settings NeurIPS 2021 Deep Proxy Causal Learning and its Application to Confounded Bandit Policy Evaluation NeurIPS 2021 Distilling Causal Effect of Data in Class-Incremental Learning CVPR 2021 Double/Debiased Machine Learning for Dynamic Treatment Effects NeurIPS 2021 Double Machine Learning Density Estimation for Local Treatment Effects with Instruments NeurIPS 2021