conftrace_

observational datum

109 papers

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Co-occurring keywords

causal inference (1630) treatment effect (134) causal discovery (460) causal effect estimation (69) propensity score (47) treatment effect estimation (72) domain adaptation (4595) heterogeneous treatment effect (50) individual treatment effect (22) counterfactual reasoning (230)

Papers

Long-Term Individual Causal Effect Estimation via Identifiable Latent Representation Learning IJCAI 2025
Estimating Causal Effects of Text Interventions Leveraging LLMs AACL 2025
Mediation Analysis for Probabilities of Causation AAAI 2025
IncomeSCM: From tabular data set to time-series simulator and causal estimation benchmark NIPS 2024
Estimating Heterogeneous Treatment Effects by Combining Weak Instruments and Observational Data NIPS 2024
Causal Strategic Learning with Competitive Selection AAAI 2024
Causal Matching using Random Hyperplane Tessellations CLEAR 2024
KG-TREAT: Pre-training for Treatment Effect Estimation by Synergizing Patient Data with Knowledge Graphs AAAI 2024
NESTER: An Adaptive Neurosymbolic Method for Causal Effect Estimation AAAI 2024
Data-driven Automated Negative Control Estimation (DANCE): Search for, Validation of, and Causal Inference with Negative Controls JMLR 2024
Unit Selection with Nonbinary Treatment and Effect AAAI 2024
s-ID: Causal Effect Identification in a Sub-population AAAI 2024
End-To-End Causal Effect Estimation from Unstructured Natural Language Data NIPS 2024
Intervention and Conditioning in Causal Bayesian Networks NIPS 2024
Learning Structural Causal Models through Deep Generative Models: Methods, Guarantees, and Challenges IJCAI 2024
Learning Fair Policies for Multi-Stage Selection Problems from Observational Data AAAI 2024
Externally Valid Policy Evaluation from Randomized Trials Using Additional Observational Data NIPS 2024
Causal-learn: Causal Discovery in Python JMLR 2024
Positivity-free Policy Learning with Observational Data AISTATS 2024
Using Causal Inference to Investigate Contraceptive Discontinuation in Sub-Saharan Africa IJCAI 2024
Towards Estimating Bounds on the Effect of Policies under Unobserved Confounding NIPS 2024
Identifying Causal Effects Under Functional Dependencies NIPS 2024
Policy Learning for Localized Interventions from Observational Data AISTATS 2024
Probabilities of Causation with Nonbinary Treatment and Effect AAAI 2024
Learning Treatment Effects from Observational and Experimental Data AISTATS 2023