Federated Causal Inference in Heterogeneous Observational Data

Federated Causal Inference in Heterogeneous Observational Data

25 July 2021

Allison Koenecke

Michael A. Powell

Joshua T. Vogelstein

Papers citing "Federated Causal Inference in Heterogeneous Observational Data"

13 / 13 papers shown

Title
SAT: Data-light Uncertainty Set Merging via Synthetics, Aggregation, and Test Inversion Shenghao Qin Jianliang He Bowen Gang Yin Xia 35 0 0 16 Oct 2024
Multi-Source Conformal Inference Under Distribution Shift Yi Liu Alexander W. Levis Sharon-Lise T. Normand Larry Han OOD 37 7 0 15 May 2024
Collaborative Heterogeneous Causal Inference Beyond Meta-analysis Tianyu Guo Sai Praneeth Karimireddy Michael I. Jordan FedML 32 1 0 24 Apr 2024
Federated Learning for Estimating Heterogeneous Treatment Effects Disha Makhija Joydeep Ghosh Yejin Kim CML FedML 40 2 0 27 Feb 2024
CausalMetaR: An R package for performing causally interpretable meta-analyses Guanbo Wang Sean McGrath Yi Lian CML 47 1 0 06 Feb 2024
Federated Causality Learning with Explainable Adaptive Optimization Dezhi Yang Xintong He Jun Wang Guoxian Yu C. Domeniconi Jinglin Zhang FedML CML 36 6 0 09 Dec 2023
FedECA: A Federated External Control Arm Method for Causal Inference with Time-To-Event Data in Distributed Settings Jean Ogier du Terrail Quentin Klopfenstein Honghao Li Imke Mayer Nicolas Loiseau Mohammad Hallal Félix Balazard M. Andreux 18 2 0 28 Nov 2023
Multiply Robust Federated Estimation of Targeted Average Treatment Effects Larry Han Zhu Shen Jose Zubizarreta FedML 27 14 0 22 Sep 2023
An Adaptive Kernel Approach to Federated Learning of Heterogeneous Causal Effects Thanh Vinh Vo Arnab Bhattacharyya Young Lee Tze-Yun Leong FedML 21 19 0 01 Jan 2023
Vertical Federated Learning: A Structured Literature Review Afsana Khan M. T. Thij A. Wilbik FedML 50 10 0 01 Dec 2022
Towards Privacy-Aware Causal Structure Learning in Federated Setting Jianli Huang Xianjie Guo Kui Yu Fuyuan Cao Jiye Liang FedML 29 9 0 13 Nov 2022
Collaborative causal inference on distributed data Yuji Kawamata Ryoki Motai Yukihiko Okada A. Imakura T. Sakurai 15 8 0 16 Aug 2022
Federated Adaptive Causal Estimation (FACE) of Target Treatment Effects L. Han Jue Hou Kelly Cho R. Duan Tianxi Cai CML FedML CVBM 34 32 0 17 Dec 2021