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causal effect estimation

69 papers

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Co-occurring keywords

causal inference (1619) observational datum (109) causal effect (107) graphical model (863) treatment effect (134) instrumental variable (75) causal discovery (459) causal graph (137) large language model (12755) counterfactual reasoning (224)

Papers

Long-Term Individual Causal Effect Estimation via Identifiable Latent Representation Learning IJCAI 2025
Large Language Models and Causal Inference in Collaboration: A Comprehensive Survey NAACL 2025
Estimating Causal Effects of Text Interventions Leveraging LLMs IJCNLP 2025
PCM Selector: Penalized Covariate-Mediator Selection Operator for Evaluating Linear Causal Effects AAAI 2025
Probably approximately correct high-dimensional causal effect estimation given a valid adjustment set CLEAR 2025
On the Misspecification of Linear Assumptions in Synthetic Controls AISTATS 2024
NESTER: An Adaptive Neurosymbolic Method for Causal Effect Estimation AAAI 2024
Linear-Time Algorithms for Front-Door Adjustment in Causal Graphs AAAI 2024
DoubleLingo: Causal Estimation with Large Language Models NAACL 2024
AutoPersuade: A Framework for Evaluating and Explaining Persuasive Arguments EMNLP 2024
Do Finetti: On Causal Effects for Exchangeable Data NIPS 2024
Causal Matching using Random Hyperplane Tessellations CLEAR 2024
End-To-End Causal Effect Estimation from Unstructured Natural Language Data NIPS 2024
Who’s Gaming the System? A Causally-Motivated Approach for Detecting Strategic Adaptation NIPS 2024
Approximate Causal Effect Identification under Weak Confounding ICML 2023
Uncovering the Varied Impact of Behavioral Change Messages on Population Groups MLHC 2023
Learning Nonlinear Causal Effect via Kernel Anchor Regression UAI 2023
Causal effect estimation from observational and interventional data through matrix weighted linear estimators UAI 2023
Learning Treatment Effects from Observational and Experimental Data AISTATS 2023
Do we become wiser with time? On causal equivalence with tiered background knowledge UAI 2023
Estimating Causal Effects Identifiable from a Combination of Observations and Experiments NIPS 2023
Text-Transport: Toward Learning Causal Effects of Natural Language EMNLP 2023
Estimating Causal Effects using a Multi-task Deep Ensemble ICML 2023
A Cross-Moment Approach for Causal Effect Estimation NIPS 2023
Ancestral Instrument Method for Causal Inference without Complete Knowledge IJCAI 2022