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causal identification

37 papers

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Co-occurring keywords

causal inference (1630) causal effect (107) graphical model (864) structural causal model (184) instrumental variable (75) proxy variable (14) markov equivalence (33) partial ancestral graph (7) linear model (94) unobserved confounder (19)

Papers

Spatio-Temporal Hierarchical Causal Models AAAI 2026
Mitigating Hallucinations in Large Language Models via Causal Reasoning AAAI 2026
Counterfactual Identification Under Monotonicity Constraints AAAI 2025
Identifying Causal Effects Under Functional Dependencies NIPS 2024
Identification for Tree-Shaped Structural Causal Models in Polynomial Time AAAI 2024
Neural Causal Abstractions AAAI 2024
Consistency of Neural Causal Partial Identification NIPS 2024
Interventional Causal Representation Learning ICML 2023
The Proximal ID Algorithm JMLR 2023
Causal Effect Identification in Uncertain Causal Networks NIPS 2023
Sound and Complete Causal Identification with Latent Variables Given Local Background Knowledge NIPS 2022
Causal Identification under Markov equivalence: Calculus, Algorithm, and Completeness NIPS 2022
Identification in Tree-shaped Linear Structural Causal Models AISTATS 2022
Condition number bounds for causal inference UAI 2021
Exploiting Equality Constraints in Causal Inference AISTATS 2021
A Proxy Variable View of Shared Confounding ICML 2021
Causal Identification with Matrix Equations NIPS 2021
Asymptotically Best Causal Effect Identification with Multi-Armed Bandits NIPS 2021
The Causal-Neural Connection: Expressiveness, Learnability, and Inference NIPS 2021
A Critical Look at the Consistency of Causal Estimation with Deep Latent Variable Models NIPS 2021
Cost-effectively Identifying Causal Effects When Only Response Variable is Observable ICML 2020
A Calculus for Stochastic Interventions:Causal Effect Identification and Surrogate Experiments AAAI 2020
Identifying causal effects in maximally oriented partially directed acyclic graphs UAI 2020
Learning Causal Effects via Weighted Empirical Risk Minimization NIPS 2020
Estimating Causal Effects Using Weighting-Based Estimators AAAI 2020