Federated Estimation of Causal Effects from Observational Data

31 May 2021

Papers citing "Federated Estimation of Causal Effects from Observational Data"

6 / 6 papers shown

Title
Drift-Aware Federated Learning: A Causal Perspective Yunjie Fang Sheng Wu Tao Yang X. Wu Bo Hu FedML 55 0 0 13 Mar 2025
Multiply Robust Federated Estimation of Targeted Average Treatment Effects Larry Han Zhu Shen Jose Zubizarreta FedML 30 14 0 22 Sep 2023
A Review of the Role of Causality in Developing Trustworthy AI Systems Niloy Ganguly Dren Fazlija Maryam Badar M. Fisichella Sandipan Sikdar ... Koustav Rudra Manolis Koubarakis Gourab K. Patro W. Z. E. Amri Wolfgang Nejdl CML 41 23 0 14 Feb 2023
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
Federated Causal Inference in Heterogeneous Observational Data Ruoxuan Xiong Allison Koenecke Michael A. Powell Zhu Shen Joshua T. Vogelstein Susan Athey FedML CML 29 45 0 25 Jul 2021
The Future of Digital Health with Federated Learning Nicola Rieke Jonny Hancox Wenqi Li Fausto Milletari H. Roth ... Ronald M. Summers Andrew Trask Daguang Xu Maximilian Baust M. Jorge Cardoso OOD 174 1,712 0 18 Mar 2020