BlindFL: Vertical Federated Machine Learning without Peeking into Your Data

16 June 2022

Papers citing "BlindFL: Vertical Federated Machine Learning without Peeking into Your Data"

31 / 31 papers shown

Title
Efficient Data Valuation Approximation in Federated Learning: A Sampling-based Approach Shuyue Wei Yongxin Tong Zimu Zhou Tianran He Yi Xu FedML 30 0 0 23 Apr 2025
Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data Zhaomin Wu Junyi Hou Yiqun Diao Bingsheng He FedML 42 3 0 23 Oct 2024
EmInspector: Combating Backdoor Attacks in Federated Self-Supervised Learning Through Embedding Inspection Yuwen Qian Shuchi Wu Kang Wei Ming Ding Di Xiao Tao Xiang Chuan Ma Song Guo FedML AAML 40 0 0 21 May 2024
PackVFL: Efficient HE Packing for Vertical Federated Learning Liu Yang Shuowei Cai Di Chai Junxue Zhang Han Tian Yilun Jin Kun Guo Kai Chen Qiang Yang FedML 27 1 0 01 May 2024
TabVFL: Improving Latent Representation in Vertical Federated Learning Mohamed Rashad Zilong Zhao Jérémie Decouchant Lydia Y. Chen FedML 32 0 0 27 Apr 2024
Enhancing Data Provenance and Model Transparency in Federated Learning Systems -- A Database Approach Michael Gu Ramasoumya Naraparaju Dongfang Zhao FedML 18 0 0 03 Mar 2024
A Survey of Privacy Threats and Defense in Vertical Federated Learning: From Model Life Cycle Perspective Lei Yu Meng Han Yiming Li Changting Lin Yao Zhang ... Yan Liu Haiqin Weng Yuseok Jeon Ka-Ho Chow Stacy Patterson FedML 58 9 0 06 Feb 2024
Vertical Federated Image Segmentation Paul K. Mandal Cole Leo 36 0 0 15 Jan 2024
Horizontal Federated Computer Vision Paul K. Mandal Cole Leo Connor Hurley FedML ObjD 39 0 0 31 Dec 2023
Secure and Verifiable Data Collaboration with Low-Cost Zero-Knowledge Proofs Yizheng Zhu Yuncheng Wu Zhaojing Luo Beng Chin Ooi Xiaokui Xiao 40 4 0 26 Nov 2023
A Survey for Federated Learning Evaluations: Goals and Measures Di Chai Leye Wang Liu Yang Junxue Zhang Kai Chen Qian Yang ELM FedML 17 21 0 23 Aug 2023
Defending Label Inference Attacks in Split Learning under Regression Setting Haoze Qiu Fei Zheng Chaochao Chen Xiaolin Zheng FedML AAML 28 2 0 18 Aug 2023
On the Trustworthiness Landscape of State-of-the-art Generative Models: A Survey and Outlook Mingyuan Fan Chengyu Wang Cen Chen Yang Liu Jun Huang HILM 36 3 0 31 Jul 2023
VertiBench: Advancing Feature Distribution Diversity in Vertical Federated Learning Benchmarks Zhaomin Wu Junyi Hou Bin He FedML 56 5 0 05 Jul 2023
Secure Vertical Federated Learning Under Unreliable Connectivity Xinchi Qiu Heng Pan Wanru Zhao Yan Gao Pedro Gusmão William F. Shen Chenyang Ma Nicholas D. Lane FedML 32 3 0 26 May 2023
Efficient Vertical Federated Learning with Secure Aggregation Xinchi Qiu Heng Pan Wanru Zhao Chenyang Ma Pedro Porto Buarque de Gusmão Nicholas D. Lane FedML 16 3 0 18 May 2023
Practical Differentially Private and Byzantine-resilient Federated Learning Zihang Xiang Tianhao Wang Wanyu Lin Di Wang FedML 36 21 0 15 Apr 2023
A Survey on Vertical Federated Learning: From a Layered Perspective Liu Yang Di Chai Junxue Zhang Yilun Jin Leye Wang Hao Liu Han Tian Qian Xu Kai Chen FedML 35 28 0 04 Apr 2023
A Survey of Trustworthy Federated Learning with Perspectives on Security, Robustness, and Privacy Yifei Zhang Dun Zeng Jinglong Luo Zenglin Xu Irwin King FedML 84 47 0 21 Feb 2023
FedST: Secure Federated Shapelet Transformation for Time Series Classification Zhiyu Liang Hongzhi Wang AI4TS 29 4 0 21 Feb 2023
Vertical Federated Knowledge Transfer via Representation Distillation for Healthcare Collaboration Networks Chung-ju Huang Leye Wang Xiao Han FedML 29 24 0 11 Feb 2023
FedPass: Privacy-Preserving Vertical Federated Deep Learning with Adaptive Obfuscation Hanlin Gu Jiahuan Luo Yan Kang Lixin Fan Qiang Yang FedML 36 13 0 30 Jan 2023
Vertical Federated Learning: Concepts, Advances and Challenges Yang Liu Yan Kang Tianyuan Zou Yanhong Pu Yuanqin He Xiaozhou Ye Ye Ouyang Yaqin Zhang Qian Yang FedML 57 161 0 23 Nov 2022
Protecting Split Learning by Potential Energy Loss Fei Zheng Chaochao Chen Lingjuan Lyu Xinyi Fu Xing Fu Weiqiang Wang Xiaolin Zheng Jianwei Yin 49 4 0 18 Oct 2022
Feature Reconstruction Attacks and Countermeasures of DNN training in Vertical Federated Learning Peng Ye Zhifeng Jiang Wei Wang Bo-wen Li Baochun Li AAML FedML 39 15 0 13 Oct 2022
Vertical Semi-Federated Learning for Efficient Online Advertising Wenjie Li Qiaolin Xia Hao Cheng Kouying Xue Shutao Xia FedML 36 14 0 30 Sep 2022
Towards Communication-efficient Vertical Federated Learning Training via Cache-enabled Local Updates Fangcheng Fu Xupeng Miao Jiawei Jiang Huanran Xue Bin Cui FedML 32 21 0 29 Jul 2022
VFed-SSD: Towards Practical Vertical Federated Advertising Wenjie Li Qiaolin Xia Junfeng Deng Hao Cheng Jiangming Liu Kouying Xue Yong Cheng Shutao Xia FedML 33 6 0 31 May 2022
SecureBoost+: Large Scale and High-Performance Vertical Federated Gradient Boosting Decision Tree Tao Fan Weijing Chen Guoqiang Ma Yan Kang Lixin Fan Qiang Yang FedML 15 4 0 21 Oct 2021
Explore User Neighborhood for Real-time E-commerce Recommendation Xu Xie Fei Sun Xiaoyong Yang Zhao Yang Jinyang Gao Wenwu Ou Bin Cui 24 19 0 28 Feb 2021
Label Leakage and Protection in Two-party Split Learning Oscar Li Jiankai Sun Xin Yang Weihao Gao Hongyi Zhang Junyuan Xie Virginia Smith Chong-Jun Wang FedML 131 139 0 17 Feb 2021