An Adaptive Kernel Approach to Federated Learning of Heterogeneous
Causal Effects

An Adaptive Kernel Approach to Federated Learning of Heterogeneous Causal Effects

1 January 2023

Arnab Bhattacharyya

Papers citing "An Adaptive Kernel Approach to Federated Learning of Heterogeneous Causal Effects"

13 / 13 papers shown

Title
Federated Causal Inference in Healthcare: Methods, Challenges, and Applications Haoyang Li Jie Xu Kyra Gan Fei Wang Chengxi Zang FedML CML 33 0 0 04 May 2025
Drift-Aware Federated Learning: A Causal Perspective Yunjie Fang Sheng Wu Tao Yang X. Wu Bo Hu FedML 55 0 0 13 Mar 2025
Federated Inverse Probability Treatment Weighting for Individual Treatment Effect Estimation Changchang Yin Hong-You Chen Wei-Lun Chao Ping Zhang CML 63 0 0 06 Mar 2025
Multi-Source Conformal Inference Under Distribution Shift Yi Liu Alexander W. Levis Sharon-Lise T. Normand Larry Han OOD 29 7 0 15 May 2024
Collaborative Heterogeneous Causal Inference Beyond Meta-analysis Tianyu Guo Sai Praneeth Karimireddy Michael I. Jordan FedML 28 1 0 24 Apr 2024
DA-PFL: Dynamic Affinity Aggregation for Personalized Federated Learning Xu Yang Jiyuan Feng Songyue Guo Ye Wang Ye Ding Binxing Fang Qing Liao FedML 37 1 0 14 Mar 2024
Federated Learning for Estimating Heterogeneous Treatment Effects Disha Makhija Joydeep Ghosh Yejin Kim CML FedML 33 2 0 27 Feb 2024
Conditional Generative Models are Sufficient to Sample from Any Causal Effect Estimand Md Musfiqur Rahman Matt Jordan Murat Kocaoglu DiffM CML 30 0 0 12 Feb 2024
Disentangle Estimation of Causal Effects from Cross-Silo Data Yuxuan Liu Haozhao Wang Shuang Wang Zhiming He Wenchao Xu Jialiang Zhu Fan Yang CML 25 2 0 04 Jan 2024
Modular Learning of Deep Causal Generative Models for High-dimensional Causal Inference Md Musfiqur Rahman Murat Kocaoglu OOD 35 2 0 02 Jan 2024
Federated Domain Generalization: A Survey Ying Li Xingwei Wang Rongfei Zeng Praveen Kumar Donta Ilir Murturi Min Huang Schahram Dustdar OOD FedML AI4CE 42 29 0 02 Jun 2023
Multi-Study R-Learner for Estimating Heterogeneous Treatment Effects Across Studies Using Statistical Machine Learning Cathy Shyr Boyu Ren Prasad Patil Giovanni Parmigiani CML 24 1 0 01 Jun 2023
Patchwork Learning: A Paradigm Towards Integrative Analysis across Diverse Biomedical Data Sources Suraj Rajendran Weishen Pan M. Sabuncu Yong Chen Jiayu Zhou Fei Wang 54 14 0 10 May 2023