Vertical Federated Learning: Concepts, Advances and Challenges

23 November 2022

Yang Liu

Papers citing "Vertical Federated Learning: Concepts, Advances and Challenges"

50 / 73 papers shown

Title
Towards Artificial General or Personalized Intelligence? A Survey on Foundation Models for Personalized Federated Intelligence Yu Qiao Huy Q. Le Avi Deb Raha Phuong-Nam Tran Apurba Adhikary Mengchun Zhang Loc X. Nguyen Eui-nam Huh Dusit Niyato C. Hong AI4CE 31 0 0 11 May 2025
Federated learning, ethics, and the double black box problem in medical AI Joshua Hatherley Anders Søgaard Angela Ballantyne Ruben Pauwels FedML 58 0 0 29 Apr 2025
Towards Harnessing the Collaborative Power of Large and Small Models for Domain Tasks Yang Janet Liu Bingjie Yan Tianyuan Zou Jianqing Zhang Zixuan Gu ... J. Li Xiaozhou Ye Ye Ouyang Qiang Yang Y. Zhang ALM 140 1 0 24 Apr 2025
Technical Insights and Legal Considerations for Advancing Federated Learning in Bioinformatics Daniele Malpetti Marco Scutari Francesco Gualdi Jessica van Setten Sander van der Laan Saskia Haitjema Aaron Mark Lee Isabelle Hering Francesca Mangili FedML AI4CE 107 1 0 12 Mar 2025
One-Shot Clustering for Federated Learning Maciej Krzysztof Zuziak Roberto Pellungrini Salvatore Rinzivillo FedML 87 0 0 06 Mar 2025
Forgetting Any Data at Any Time: A Theoretically Certified Unlearning Framework for Vertical Federated Learning Linian Wang Leye Wang MU 37 1 0 24 Feb 2025
Towards Active Participant Centric Vertical Federated Learning: Some Representations May Be All You Need Jon Irureta Jon Imaz Aizea Lojo Javier Fernandez-Marques Marco González Iñigo Perona FedML 85 1 0 20 Feb 2025
VIRGOS: Secure Graph Convolutional Network on Vertically Split Data from Sparse Matrix Decomposition Yu Zheng Qizhi Zhang Lichun Li Kai Zhou Shan Yin GNN 55 0 0 17 Feb 2025
Vertical Federated Learning in Practice: The Good, the Bad, and the Ugly Zhaomin Wu Zhen Qin Junyi Hou Haodong Zhao Qinbin Li Bingsheng He Lixin Fan FedML 66 1 0 12 Feb 2025
Secure Visual Data Processing via Federated Learning Pedro Santos Tânia Carvalho Filipe Magalhães Luís Antunes FedML 54 0 0 09 Feb 2025
The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Maryam Ebrahimi Rajeev Sahay Seyyedali Hosseinalipour Bita Akram 42 1 0 20 Jan 2025
UniTrans: A Unified Vertical Federated Knowledge Transfer Framework for Enhancing Cross-Hospital Collaboration Chung-ju Huang Yuanpeng He Xiao Han Wenpin Jiao Zhi Jin Leye Wang FedML 33 1 0 20 Jan 2025
Just a Simple Transformation is Enough for Data Protection in Vertical Federated Learning Andrei Semenov Philip Zmushko Alexander Pichugin Aleksandr Beznosikov 86 0 0 16 Dec 2024
Review of Mathematical Optimization in Federated Learning Shusen Yang Fangyuan Zhao Zihao Zhou Liang Shi Xuebin Ren Zongben Xu FedML AI4CE 70 0 0 02 Dec 2024
Non-IID data in Federated Learning: A Survey with Taxonomy, Metrics, Methods, Frameworks and Future Directions Daniel Gutiérrez David Solans Mikko A. Heikkilä A. Vitaletti Nicolas Kourtellis Aris Anagnostopoulos I. Chatzigiannakis OOD 98 0 0 19 Nov 2024
Vertical Federated Learning with Missing Features During Training and Inference Pedro Valdeira Shiqiang Wang Yuejie Chi FedML 35 1 0 29 Oct 2024
Federated Time Series Generation on Feature and Temporally Misaligned Data Chenrui Fan Zhi Wen Soi Aditya Shankar Abele Malan Lydia Y. Chen FedML AI4TS 26 0 0 28 Oct 2024
De-VertiFL: A Solution for Decentralized Vertical Federated Learning Alberto Huertas Celdrán Chao Feng Sabyasachi Banik Gérome Bovet Gregorio Martínez Pérez Burkhard Stiller FedML 26 0 0 08 Oct 2024
Advances in Privacy Preserving Federated Learning to Realize a Truly Learning Healthcare System Ravi K. Madduri Zilinghan Li Tarak Nandi Kibaek Kim Minseok Ryu Alex Rodriguez 28 1 0 29 Sep 2024
Advances in APPFL: A Comprehensive and Extensible Federated Learning Framework Zilinghan Li Shilan He Ze Yang Minseok Ryu Kibaek Kim Ravi K. Madduri FedML 52 5 0 17 Sep 2024
Active-Passive Federated Learning for Vertically Partitioned Multi-view Data Jiyuan Liu Xinwang Liu Siqi Wang Xingchen Hu Qing Liao Xinhang Wan Yi Zhang Xin Lv Kunlun He FedML 36 0 0 06 Sep 2024
Heterogeneity: An Open Challenge for Federated On-board Machine Learning Maria Hartmann Grégoire Danoy Pascal Bouvry FedML 34 0 0 13 Aug 2024
Spiking Neural Networks in Vertical Federated Learning: Performance Trade-offs Maryam Abbasihafshejani Anindya Maiti Murtuza Jadliwala FedML 31 0 0 24 Jul 2024
Communication-efficient Vertical Federated Learning via Compressed Error Feedback Pedro Valdeira João Xavier Cláudia Soares Yuejie Chi FedML 35 4 0 20 Jun 2024
Federated learning in food research Zuzanna Fendor Bas H. M. van der Velden Xinxin Wang Andrea Jr. Carnoli Osman Mutlu Ali Hürriyetoğlu FedML 33 0 0 10 Jun 2024
FedAdOb: Privacy-Preserving Federated Deep Learning with Adaptive Obfuscation Hanlin Gu Jiahuan Luo Yan Kang Yuan Yao Gongxi Zhu Bowen Li Jie Li Lixin Fan Qiang Yang 42 0 0 03 Jun 2024
Vertical Federated Learning for Effectiveness, Security, Applicability: A Survey Mang Ye Wei Shen Bo Du E. Snezhko Vassili Kovalev PongChi Yuen FedML 70 3 0 25 May 2024
Vertical Federated Learning Hybrid Local Pre-training Wenguo Li Xinling Guo Xu Jiao Tiancheng Huang Xiaoran Yan Yao Yang FedML 49 0 0 20 May 2024
FedProK: Trustworthy Federated Class-Incremental Learning via Prototypical Feature Knowledge Transfer Xin Gao Xin Yang Hao Yu Yan Kang Tianrui Li CLL 38 1 0 04 May 2024
A Survey on Contribution Evaluation in Vertical Federated Learning Yue Cui Chung-ju Huang Yuzhu Zhang Leye Wang Lixin Fan Xiaofang Zhou Qiang Yang FedML 34 5 0 03 May 2024
Communication-Efficient Hybrid Federated Learning for E-health with Horizontal and Vertical Data Partitioning Chong Yu Shuaiqi Shen Shiqiang Wang Kuan Zhang Hai Zhao FedML 33 3 0 15 Apr 2024
Integration of Federated Learning and Blockchain in Healthcare: A Tutorial Yahya Shahsavari O. A. Dambri Yaser Baseri A. Hafid Dimitrios Makrakis OOD 46 2 0 15 Apr 2024
Hyperparameter Optimization for SecureBoost via Constrained Multi-Objective Federated Learning Yan Kang Ziyao Ren Lixin Fan Linghua Yang Yongxin Tong Qiang Yang FedML 38 0 0 06 Apr 2024
Computation and Communication Efficient Lightweighting Vertical Federated Learning for Smart Building IoT Heqiang Wang Jieming Bian Lei Wang Jia Zhou Weihong Yang Xiaoxiong Zhong FedML 29 0 0 30 Mar 2024
Federated Learning: Attacks, Defenses, Opportunities, and Challenges Ghazaleh Shirvani Saeid Ghasemshirazi Behzad Beigzadeh FedML 52 3 0 10 Mar 2024
A Bargaining-based Approach for Feature Trading in Vertical Federated Learning Yue Cui Liuyi Yao Zitao Li Yaliang Li Bolin Ding Xiaofang Zhou FedML 40 1 0 23 Feb 2024
An Auction-based Marketplace for Model Trading in Federated Learning Yue Cui Liuyi Yao Yaliang Li Ziqian Chen Bolin Ding Xiaofang Zhou FedML 37 3 0 02 Feb 2024
P3LS: Partial Least Squares under Privacy Preservation Du Nguyen Duy Ramin Nikzad‐Langerodi 36 0 0 26 Jan 2024
Privacy-Preserving Data Fusion for Traffic State Estimation: A Vertical Federated Learning Approach Qiqing Wang Kaidi Yang FedML 29 8 0 22 Jan 2024
Vertical Federated Image Segmentation Paul K. Mandal Cole Leo 24 0 0 15 Jan 2024
Online Vertical Federated Learning for Cooperative Spectrum Sensing Heqiang Wang Jie Xu 24 3 0 18 Dec 2023
FedHCA $^2$ : Towards Hetero-Client Federated Multi-Task Learning Yuxiang Lu Suizhi Huang Yuwen Yang Shalayiding Sirejiding Yue Ding Hongtao Lu FedML 44 3 0 22 Nov 2023
FATE-LLM: A Industrial Grade Federated Learning Framework for Large Language Models Tao Fan Yan Kang Guoqiang Ma Weijing Chen Wenbin Wei Lixin Fan Qiang Yang 30 57 0 16 Oct 2023
VFLAIR: A Research Library and Benchmark for Vertical Federated Learning Tianyuan Zou Zixuan Gu Yuanqin He Hideaki Takahashi Yang Janet Liu Ya-Qin Zhang FedML 30 5 0 15 Oct 2023
ZooPFL: Exploring Black-box Foundation Models for Personalized Federated Learning Wang Lu Hao Yu Jindong Wang Damien Teney Haohan Wang Yiqiang Chen Qiang Yang Xing Xie Xiangyang Ji 68 8 0 08 Oct 2023
A Multi-Token Coordinate Descent Method for Semi-Decentralized Vertical Federated Learning Pedro Valdeira Yuejie Chi Cláudia Soares Joao Xavier 37 3 0 18 Sep 2023
VertiBench: Advancing Feature Distribution Diversity in Vertical Federated Learning Benchmarks Zhaomin Wu Junyi Hou Bin He FedML 48 5 0 05 Jul 2023
Over-The-Air Federated Learning: Status Quo, Open Challenges, and Future Directions Bingnan Xiao Xichen Yu Wei Ni Xin Wang H. Vincent Poor 25 20 0 03 Jul 2023
Hierarchical Federated Learning Incentivization for Gas Usage Estimation Has Sun Xiaoli Tang Che-Sheng Yang Zhenpeng Yu Xiuli Wang Qijie Ding Zengxiang Li Han Yu FedML 30 1 0 01 Jul 2023
A Simple Data Augmentation for Feature Distribution Skewed Federated Learning Yu-Hu Yan Lei Zhu FedML OOD 27 10 0 14 Jun 2023