Federated Deconfounding and Debiasing Learning for Out-of-Distribution Generalization

8 May 2025

Papers citing "Federated Deconfounding and Debiasing Learning for Out-of-Distribution Generalization"

35 / 35 papers shown

Title
Federated Out-of-Distribution Generalization: A Causal Augmentation View Runhui Zhang Sijin Zhou Zhuang Qi OOD FedML 120 1 0 28 Apr 2025
Global Intervention and Distillation for Federated Out-of-Distribution Generalization Zhuang Qi Runhui Zhang Lei Meng Wei Wu Yachong Zhang Xiangxu Meng FedML 117 1 0 01 Apr 2025
Ten Challenging Problems in Federated Foundation Models Tao Fan Hanlin Gu Xuemei Cao Chee Seng Chan Qian Chen ... Yu Zhang Xiaojin Zhang Zhenzhe Zheng Lixin Fan Qiang Yang FedML 133 7 0 14 Feb 2025
FOOGD: Federated Collaboration for Both Out-of-distribution Generalization and Detection Xinting Liao Weiming Liu Pengyang Zhou Fengyuan Yu Jiahe Xu Jun Wang Wenjie Wang Chaochao Chen Xiaolin Zheng FedML OODD 72 4 0 15 Oct 2024
FedCCRL: Federated Domain Generalization with Cross-Client Representation Learning Xinpeng Wang Xiaoying Tang Xiaoying Tang FedML 65 2 0 15 Oct 2024
DualFed: Enjoying both Generalization and Personalization in Federated Learning via Hierachical Representations Guogang Zhu Xuefeng Liu Jianwei Niu Shaojie Tang Xinghao Wu Jiayuan Zhang AI4CE 219 1 0 25 Jul 2024
Federated Model Heterogeneous Matryoshka Representation Learning Liping Yi Han Yu Chao Ren Gang Wang Xiaoguang Liu Xiaoxiao Li FedML 114 9 0 01 Jun 2024
Cross-Training with Multi-View Knowledge Fusion for Heterogenous Federated Learning Zhuang Qi Lei Meng Weihao He Ruohan Zhang Yu Wang Xin Qi Xiangxu Meng FedML 65 5 0 30 May 2024
Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity Yuhang Chen Wenke Huang Mang Ye FedML 81 19 0 26 May 2024
Stable Diffusion-based Data Augmentation for Federated Learning with Non-IID Data Mahdi Morafah M. Reisser Bill Lin Christos Louizos FedML 76 6 0 13 May 2024
Multi-Source Collaborative Gradient Discrepancy Minimization for Federated Domain Generalization Yikang Wei Yahong Han 89 8 0 05 Jan 2024
StableFDG: Style and Attention Based Learning for Federated Domain Generalization Jun-Gyu Park Dong-Jun Han Jinho Kim Jianing Zhang Christopher G. Brinton Jaekyun Moon OOD FedML 86 17 0 01 Nov 2023
DFRD: Data-Free Robustness Distillation for Heterogeneous Federated Learning Kangyang Luo Shuai Wang Y. Fu Xiang Li Yunshi Lan Minghui Gao FedML 75 27 0 24 Sep 2023
Cross-Silo Prototypical Calibration for Federated Learning with Non-IID Data Zhuang Qi Lei Meng Zitan Chen Han Hu Hui Lin Xiangxu Meng FedML 74 21 0 07 Aug 2023
FedGH: Heterogeneous Federated Learning with Generalized Global Header Liping Yi Gang Wang Xiaoguang Liu Zhuan Shi Han Yu FedML 102 78 0 23 Mar 2023
Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection Shilong Liu Zhaoyang Zeng Tianhe Ren Feng Li Hao Zhang ... Chun-yue Li Jianwei Yang Hang Su Jun Zhu Lei Zhang ObjD 182 1,971 0 09 Mar 2023
GitFL: Adaptive Asynchronous Federated Learning using Version Control Ming Hu Zeke Xia Zhihao Yue Jun Xia Yihao Huang Yang Liu Mingsong Chen FedML 90 15 0 22 Nov 2022
FedFA: Federated Learning with Feature Anchors to Align Features and Classifiers for Heterogeneous Data Tailin Zhou Jun Zhang Danny H. K. Tsang FedML 66 60 0 17 Nov 2022
Learning Across Domains and Devices: Style-Driven Source-Free Domain Adaptation in Clustered Federated Learning Donald Shenaj Eros Fani Marco Toldo Debora Caldarola A. Tavera Umberto Michieli Marco Ciccone Pietro Zanuttigh Barbara Caputo FedML 75 39 0 05 Oct 2022
Federated Domain Generalization for Image Recognition via Cross-Client Style Transfer Junming Chen Meirui Jiang Qianming Dou Qifeng Chen FedML OOD 63 46 0 03 Oct 2022
Meta-Causal Feature Learning for Out-of-Distribution Generalization Yuqing Wang Xiangxian Li Zhuang Qi Jingyu Li Xuelong Li Xiangxu Meng Lei Meng OOD OODD BDL 90 25 0 22 Aug 2022
Mitigating Data Heterogeneity in Federated Learning with Data Augmentation George Giapitzakis Guojun Zhang Xi Chen Yaoliang Yu FedML 88 31 0 20 Jun 2022
Disentangled Federated Learning for Tackling Attributes Skew via Invariant Aggregation and Diversity Transferring Zhengquan Luo Yunlong Wang Zilei Wang Zhenan Sun Tieniu Tan FedML 76 44 0 14 Jun 2022
CXR-FL: Deep Learning-Based Chest X-ray Image Analysis Using Federated Learning Filip Ślazyk Przemysław Jabłecki Aneta Lisowska Maciej Malawski Szymon Płotka FedML 38 9 0 11 Apr 2022
Feature Distribution Matching for Federated Domain Generalization Yuwei Sun Ng Chong H. Ochiai OOD 50 30 0 22 Mar 2022
FedProc: Prototypical Contrastive Federated Learning on Non-IID data Xutong Mu Yulong Shen Ke Cheng Xueli Geng Jiaxuan Fu Tao Zhang Zhiwei Zhang FedML 86 170 0 25 Sep 2021
Causal Attention for Unbiased Visual Recognition Tan Wang Chan Zhou Qianru Sun Hanwang Zhang OOD CML 86 113 0 19 Aug 2021
Model-Contrastive Federated Learning Qinbin Li Bingsheng He D. Song FedML 85 1,039 0 30 Mar 2021
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Quande Liu Cheng Chen J. Qin Qi Dou Pheng-Ann Heng OOD FedML 156 438 0 10 Mar 2021
Multi-source Domain Adaptation for Visual Sentiment Classification Chuang Lin Sicheng Zhao Lei Meng Tat-Seng Chua 64 70 0 12 Jan 2020
Advances and Open Problems in Federated Learning Peter Kairouz H. B. McMahan Brendan Avent A. Bellet M. Bennis ... Zheng Xu Qiang Yang Felix X. Yu Han Yu Sen Zhao FedML AI4CE 256 6,261 0 10 Dec 2019
Federated Optimization in Heterogeneous Networks Tian Li Anit Kumar Sahu Manzil Zaheer Maziar Sanjabi Ameet Talwalkar Virginia Smith FedML 180 5,184 0 14 Dec 2018
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 297 20,023 0 07 Oct 2016
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 406 17,486 0 17 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015