Estimating individual treatment effects under unobserved confounding using binary instruments

17 August 2022

Papers citing "Estimating individual treatment effects under unobserved confounding using binary instruments"

14 / 14 papers shown

Title
Orthogonal Survival Learners for Estimating Heterogeneous Treatment Effects from Time-to-Event Data Dennis Frauen Maresa Schröder Konstantin Hess Stefan Feuerriegel CML 26 0 0 19 May 2025
Long-term Causal Inference via Modeling Sequential Latent Confounding Weilin Chen Ruichu Cai Yuguang Yan Zhifeng Hao José Miguel Hernández-Lobato CML 87 1 0 26 Feb 2025
Nonparametric Heterogeneous Long-term Causal Effect Estimation via Data Combination Weilin Chen Ruichu Cai Junjie Wan Zeqin Yang José Miguel Hernández-Lobato 61 1 0 26 Feb 2025
Learning Representations of Instruments for Partial Identification of Treatment Effects Jonas Schweisthal Dennis Frauen Maresa Schröder Konstantin Hess Niki Kilbertus Stefan Feuerriegel CML 39 1 0 11 Oct 2024
Causal machine learning for predicting treatment outcomes Stefan Feuerriegel Dennis Frauen Valentyn Melnychuk Jonas Schweisthal Konstantin Hess Alicia Curth Stefan Bauer Niki Kilbertus Isaac S. Kohane Mihaela van der Schaar CML 27 93 0 11 Oct 2024
Model-agnostic meta-learners for estimating heterogeneous treatment effects over time Dennis Frauen Konstantin Hess Stefan Feuerriegel 37 7 0 07 Jul 2024
Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments Jonas Schweisthal Dennis Frauen M. Schaar Stefan Feuerriegel CML 47 4 0 04 Jun 2024
Adaptive Instrument Design for Indirect Experiments Yash Chandak Shiv Shankar Vasilis Syrgkanis Emma Brunskill 40 4 0 05 Dec 2023
Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel 32 11 0 02 Jun 2023
Sharp Bounds for Generalized Causal Sensitivity Analysis Dennis Frauen Valentyn Melnychuk Stefan Feuerriegel CML 41 18 0 26 May 2023
Zero-shot causal learning H. Nilforoshan Michael Moor Yusuf Roohani Yining Chen Anja vSurina Michihiro Yasunaga Sara Oblak J. Leskovec CML BDL OffRL 24 11 0 28 Jan 2023
Normalizing Flows for Interventional Density Estimation Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel 50 18 0 13 Sep 2022
Estimating Conditional Average Treatment Effects with Missing Treatment Information Milan Kuzmanovic Tobias Hatt Stefan Feuerriegel CML 6 5 0 02 Mar 2022
Estimating average causal effects from patient trajectories Dennis Frauen Tobias Hatt Valentyn Melnychuk Stefan Feuerriegel OOD CML 19 25 0 02 Mar 2022