Causal Inference

Identification and Estimation for Nonignorable Missing Data: A Data Fusion Approach ICML 2024 Identification and Estimation of Conditional Average Partial Causal Effects via Instrumental Variable UAI 2024 Identification and Estimation of the Bi-Directional MR with Some Invalid Instruments NeurIPS 2024 Identification for Tree-Shaped Structural Causal Models in Polynomial Time AAAI 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 Identification of Necessary Semantic Undertakers in the Causal View for Image-Text Matching AAAI 2024 Identifying Causal Changes Between Linear Structural Equation Models UAI 2024 Identifying Causal Effects Under Functional Dependencies NeurIPS 2024 Identifying Confounding from Causal Mechanism Shifts AISTATS 2024 Identifying General Mechanism Shifts in Linear Causal Representations NeurIPS 2024 Identifying Total Causal Effects in Linear Models under Partial Homoscedasticity PGM 2024 Incorporating Information into Shapley Values: Reweighting via a Maximum Entropy Approach ICML 2024 Individual Causal Structure Learning from Population Data IJCAI 2024 Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders AAAI 2024 Interventional Causal Discovery in a Mixture of DAGs NeurIPS 2024 Intervention and Conditioning in Causal Bayesian Networks NeurIPS 2024 Invariant Causal Prediction with Local Models UAI 2024 JEMHopQA: Dataset for Japanese Explainable Multi-Hop Question Answering COLING 2024 Language Models Represent Beliefs of Self and Others ICML 2024 Large Language Models Can Learn Temporal Reasoning ACL 2024 Learning and scoring Gaussian latent variable causal models with unknown additive interventions JMLR 2024 Learning Causal Abstractions of Linear Structural Causal Models UAI 2024 Learning Causally Disentangled Representations via the Principle of Independent Causal Mechanisms IJCAI 2024 Learning Causal Relations from Subsampled Time Series with Two Time-Slices ICML 2024