conftrace_

hidden confounding

14 papers

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Co-occurring keywords

causal inference (1630) recommendation system (294) observational datum (109) human expert (8) sensitivity analysis (80) causal effect estimation (69) deferral learning (2) unmeasured confounder (5) structural causal model (184) partial identification (16)

Papers

A Causal Target for Learning to Defer Under Hidden Confounding AAAI 2026
When to Act and When to Ask: Policy Learning With Deferral Under Hidden Confounding NIPS 2024
Ensembled Prediction Intervals for Causal Outcomes Under Hidden Confounding CLEAR 2024
Addressing Hidden Confounding with Heterogeneous Observational Datasets for Recommendation NIPS 2024
Detecting hidden confounding in observational data using multiple environments NIPS 2023
Removing Hidden Confounding in Recommendation: A Unified Multi-Task Learning Approach NIPS 2023
B-Learner: Quasi-Oracle Bounds on Heterogeneous Causal Effects Under Hidden Confounding ICML 2023
High-Dimensional Inference for Generalized Linear Models with Hidden Confounding JMLR 2023
Scalable Sensitivity and Uncertainty Analyses for Causal-Effect Estimates of Continuous-Valued Interventions NIPS 2022
Amortized Causal Discovery: Learning to Infer Causal Graphs from Time-Series Data CLEAR 2022
Quantifying Ignorance in Individual-Level Causal-Effect Estimates under Hidden Confounding ICML 2021
Learning Joint Nonlinear Effects from Single-variable Interventions in the Presence of Hidden Confounders UAI 2020
Removing Hidden Confounding by Experimental Grounding NIPS 2018
Identification and Estimation of Causal Effects from Dependent Data NIPS 2018