causal inference

Causal Autoregressive Flows AISTATS 2021 Causal-BALD: Deep Bayesian Active Learning of Outcomes to Infer Treatment-Effects from Observational Data NeurIPS 2021 Causal Bandits with Unknown Graph Structure NeurIPS 2021 Causal Curiosity: RL Agents Discovering Self-supervised Experiments for Causal Representation Learning ICML 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 Effects of Linguistic Properties NAACL 2021 Causal Hidden Markov Model for Time Series Disease Forecasting CVPR 2021 Causal Identification with Matrix Equations NeurIPS 2021 Causal Inference for Event Pairs in Multivariate Point Processes NeurIPS 2021 Causal Inference under Networked Interference and Intervention Policy Enhancement AISTATS 2021 Causal Inference with Selectively Deconfounded Data AISTATS 2021 Causality-aware counterfactual confounding adjustment as an alternative to linear residualization in anticausal prediction tasks based on linear learners ICML 2021 Causal Learning for Socially Responsible AI IJCAI 2021 Causal Modeling with Stochastic Confounders AISTATS 2021 Causal Navigation by Continuous-time Neural Networks NeurIPS 2021 CausalVAE: Disentangled Representation Learning via Neural Structural Causal Models CVPR 2021 CausalWorld: A Robotic Manipulation Benchmark for Causal Structure and Transfer Learning ICLR 2021 Comprehensive Knowledge Distillation with Causal Intervention NeurIPS 2021 Conditional Distributional Treatment Effect with Kernel Conditional Mean Embeddings and U-Statistic Regression ICML 2021 Condition number bounds for causal inference UAI 2021 Counterfactual Adversarial Learning with Representation Interpolation EMNLP 2021 Counterfactual Explanations in Sequential Decision Making Under Uncertainty NeurIPS 2021 Counterfactual Fairness with Disentangled Causal Effect Variational Autoencoder AAAI 2021 Counterfactual Interventions Reveal the Causal Effect of Relative Clause Representations on Agreement Prediction CoNLL 2021