Causal Inference

A Measure-Theoretic Axiomatisation of Causality NeurIPS 2023 Approximate Causal Effect Identification under Weak Confounding ICML 2023 A Simple Unified Approach to Testing High-Dimensional Conditional Independences for Categorical and Ordinal Data AAAI 2023 Boosting Causal Discovery via Adaptive Sample Reweighting ICLR 2023 Causal Context Connects Counterfactual Fairness to Robust Prediction and Group Fairness NeurIPS 2023 Causal-Debias: Unifying Debiasing in Pretrained Language Models and Fine-tuning via Causal Invariant Learning ACL 2023 Causal de Finetti: On the Identification of Invariant Causal Structure in Exchangeable Data NeurIPS 2023 CausalDialogue: Modeling Utterance-level Causality in Conversations ACL 2023 Causal Discovery from Subsampled Time Series with Proxy Variables NeurIPS 2023 Causal Discovery in Semi-Stationary Time Series NeurIPS 2023 Causal Effect Identification in Cluster DAGs AAAI 2023 Causal Effect Identification in Uncertain Causal Networks NeurIPS 2023 Causal Inference from Text: Unveiling Interactions between Variables EMNLP 2023 Causal Inference with Conditional Instruments Using Deep Generative Models AAAI 2023 Causal Intervention and Counterfactual Reasoning for Multi-modal Fake News Detection ACL 2023 Causal Intervention for Mitigating Name Bias in Machine Reading Comprehension ACL 2023 Causality-aware Concept Extraction based on Knowledge-guided Prompting ACL 2023 Causal Recurrent Variational Autoencoder for Medical Time Series Generation AAAI 2023 City-Scale Pollution Aware Traffic Routing by Sampling Max Flows Using MCMC AAAI 2023 CLadder: Assessing Causal Reasoning in Language Models NeurIPS 2023 CLIP-OGD: An Experimental Design for Adaptive Neyman Allocation in Sequential Experiments NeurIPS 2023 CMVAE: Causal Meta VAE for Unsupervised Meta-Learning AAAI 2023 COCA: COllaborative CAusal Regularization for Audio-Visual Question Answering AAAI 2023 Collaborative Causal Inference with Fair Incentives ICML 2023 Combinatorial Pure Exploration of Causal Bandits ICLR 2023