Causal Inference

Identification and Estimation of “Causes of Effects” using Covariate-Mediator Information AISTATS 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 Analytic Nonlinear Dynamical Systems with Non-asymptotic Guarantees 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 Identification of Necessary Semantic Undertakers in the Causal View for Image-Text Matching AAAI 2024 Identifying and Aligning Medical Claims Made on Social Media with Medical Evidence COLING 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 Causal Effects using Instrumental Time Series: Nuisance IV and Correcting for the Past JMLR 2024 Identifying Confounding from Causal Mechanism Shifts AISTATS 2024 Identifying General Mechanism Shifts in Linear Causal Representations NeurIPS 2024 Identifying Latent State-Transition Processes for Individualized Reinforcement Learning NeurIPS 2024 Identifying Linearly-Mixed Causal Representations from Multi-Node Interventions CLeaR 2024 Identifying Linear Relational Concepts in Large Language Models NAACL 2024 Identifying Representations for Intervention Extrapolation ICLR 2024 Identifying Spatio-Temporal Drivers of Extreme Events NeurIPS 2024 Identifying Total Causal Effects in Linear Models under Partial Homoscedasticity PGM 2024 Identifying while Learning for Document Event Causality Identification ACL 2024 Image Content Generation with Causal Reasoning AAAI 2024 Images Speak Louder than Words: Understanding and Mitigating Bias in Vision-Language Model from a Causal Mediation Perspective EMNLP 2024 Implicit Personalization in Language Models: A Systematic Study EMNLP 2024