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treatment effect

134 papers

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Co-occurring keywords

causal inference (1630) treatment effect estimation (72) observational datum (109) representation learning (6206) instrumental variable (75) propensity score (47) domain adaptation (4595) observational study (38) a/b testing (24) individual treatment effect (22)

Papers

Data-driven exclusion criteria for instrumental variable studies CLEAR 2022
Bayesian Inference and Partial Identification in Multi-Treatment Causal Inference with Unobserved Confounding AISTATS 2022
Semiparametric causal sufficient dimension reduction of multidimensional treatments UAI 2022
Causal inference with treatment measurement error: a nonparametric instrumental variable approach UAI 2022
Falsification before Extrapolation in Causal Effect Estimation NIPS 2022
Estimating the Long-Term Effects of Novel Treatments NIPS 2021
A kernel two-sample test with selection bias UAI 2021
Counterfactual Representation Learning with Balancing Weights AISTATS 2021
Treatment Effect Estimation with Disentangled Latent Factors AAAI 2021
Learning Faithful Representations of Causal Graphs ACL 2021
Estimating treatment effects with observed confounders and mediators UAI 2021
Invariant representation learning for treatment effect estimation UAI 2021
Causal Inference under Networked Interference and Intervention Policy Enhancement AISTATS 2021
How and Why to Use Experimental Data to Evaluate Methods for Observational Causal Inference ICML 2021
Bayesian Topic Regression for Causal Inference EMNLP 2021
Synthetic Design: An Optimization Approach to Experimental Design with Synthetic Controls NIPS 2021
Causal Effect Inference for Structured Treatments NIPS 2021
Causal-BALD: Deep Bayesian Active Learning of Outcomes to Infer Treatment-Effects from Observational Data NIPS 2021
Efficient Online Estimation of Causal Effects by Deciding What to Observe NIPS 2021
Learning Treatment Effects in Panels with General Intervention Patterns NIPS 2021
Estimating Multi-cause Treatment Effects via Single-cause Perturbation NIPS 2021
Learning Generalized Gumbel-max Causal Mechanisms NIPS 2021
Bounding Causal Effects on Continuous Outcome AAAI 2021
Causal Inference for Event Pairs in Multivariate Point Processes NIPS 2021
SurvITE: Learning Heterogeneous Treatment Effects from Time-to-Event Data NIPS 2021