Causal Inference

DINER: Debiasing Aspect-based Sentiment Analysis with Multi-variable Causal Inference ACL 2024 Discovering Heterogeneous Causal Effects in Relational Data AAAI 2024 Dissecting the Failure of Invariant Learning on Graphs NeurIPS 2024 Do causal predictors generalize better to new domains? NeurIPS 2024 Do LLMs Think Fast and Slow? A Causal Study on Sentiment Analysis EMNLP 2024 Doubly Abductive Counterfactual Inference for Text-based Image Editing CVPR 2024 Dynamic Subgroup Identification in Covariate-adjusted Response-adaptive Randomization Experiments NeurIPS 2024 Estimating Bounds on Causal Effects Considering Unmeasured Common Causes PGM 2024 Estimating treatment effects from single-arm trials via latent-variable modeling AISTATS 2024 Evaluating Pre-trial Programs Using Interpretable Machine Learning Matching Algorithms for Causal Inference AAAI 2024 Exploiting Geometry for Treatment Effect Estimation via Optimal Transport AAAI 2024 Externally Valid Policy Evaluation from Randomized Trials Using Additional Observational Data NeurIPS 2024 Fast Proxy Experiment Design for Causal Effect Identification NeurIPS 2024 Federated Causal Discovery from Heterogeneous Data ICLR 2024 Hierarchical and Density-based Causal Clustering NeurIPS 2024 Higher-Order Causal Message Passing for Experimentation with Complex Interference NeurIPS 2024 Identifiability Analysis of Linear ODE Systems with Hidden Confounders NeurIPS 2024 Identification and Estimation of the Bi-Directional MR with Some Invalid Instruments NeurIPS 2024 Identification of Causal Structure in the Presence of Missing Data with Additive Noise Model AAAI 2024 Identification of Causal Structure with Latent Variables Based on Higher Order Cumulants AAAI 2024 Identifying and Mitigating Annotation Bias in Natural Language Understanding using Causal Mediation Analysis ACL 2024 Identifying Causal Changes Between Linear Structural Equation Models UAI 2024 Identifying Causal Effects Under Functional Dependencies NeurIPS 2024 Identifying General Mechanism Shifts in Linear Causal Representations NeurIPS 2024 Images Speak Louder than Words: Understanding and Mitigating Bias in Vision-Language Model from a Causal Mediation Perspective EMNLP 2024