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CASIA OpenIR

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FedFV: A Personalized Federated Learning Framework for Finger Vein Authentication 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 5, 页码: 683-696
作者:  Feng-Zhao Lian;  Jun-Duan Huang;  Ji-Xin Liu;   Guang Chen;  Jun-Hong Zhao;  Wen-Xiong Kang
Adobe PDF(1789Kb)  |  收藏  |  浏览/下载：4/1  |  提交时间：2024/04/23
Finger vein, personalized federated learning, privacy protection, biometric, authentication  
Federated Learning on Multimodal Data: A Comprehensive Survey 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 4, 页码: 539-553
作者:  Yi-Ming Lin;   Yuan Gao;  Mao-Guo Gong;  Si-Jia Zhang;  Yuan-Qiao Zhang;  Zhi-Yuan Li
Adobe PDF(1253Kb)  |  收藏  |  浏览/下载：5/0  |  提交时间：2024/04/23
Federated learning, multimodal learning, heterogeneous data, edge computing, collaborative learning  
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 4, 页码: 483-513
作者:  Wei-Chien Wang;  Euijoon Ahn;  Dagan Feng;  Jinman Kim
Adobe PDF(2691Kb)  |  收藏  |  浏览/下载：6/2  |  提交时间：2024/04/23
Self-supervised learning (SSL), contrastive learning, deep learning, medical image analysis, computer vision  
Mitigating Spurious Correlations for Self-supervised Recommendation 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 2, 页码: 263-275
作者:  Xin-Yu Lin;  Yi-Yan Xu;  Wen-Jie Wang;  Yang Zhang;  Fu-Li Feng
Adobe PDF(2244Kb)  |  收藏  |  浏览/下载：1/1  |  提交时间：2024/04/23
Self-supervised recommendation  spurious correlations  spurious features  invariant feature learning  contrastive learning  
A Weighted Average Consensus Approach for Decentralized Federated Learning 期刊论文
Machine Intelligence Research, 2022, 卷号: 19, 期号: 4, 页码: 319-330
作者:  Alessandro Giuseppi;  Sabato Manfredi;  Antonio Pietrabissa
Adobe PDF(1462Kb)  |  收藏  |  浏览/下载：3/1  |  提交时间：2024/04/23
Federated learning (FedL)  deep learning  federated averaging (FedAvg)  machine learning (ML)  artificial intelligence  discrete-time consensus  distributed systems  
面向非独立同分布数据的自适应联邦深度学习算法 期刊论文
自动化学报, 2023, 卷号: 49, 期号: 12, 页码: 2493-2506
作者:  张泽辉;  李庆丹;  富瑶;  何宁昕;  高铁杠
Adobe PDF(2497Kb)  |  收藏  |  浏览/下载：8/4  |  提交时间：2024/04/17
联邦学习  深度学习  隐私保护  同态加密  混沌系统  
CFSL: A Credible Federated Self-Learning Framework 期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2023, 卷号: 10, 期号: 24, 页码: 21349-21362
作者:  Zhang, Weishan;  Bao, Zhicheng;  Liu, Yuru;  Xu, Liang;  Lu, Qinghua;  Ning, Huansheng;  Wang, Xiao;  Yang, Su;  Wang, Fei-Yue;  Li, Zengxiang
收藏  |  浏览/下载：12/0  |  提交时间：2024/03/26
Federated learning  Data models  Training  Internet of Things  Blockchains  Adaptation models  Smart contracts  Blockchain  consensus  federated learning  personalization  self-learning  
A Tutorial on Federated Learning from Theory to Practice: Foundations, Software Frameworks, Exemplary Use Cases, and Selected Trends 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 4, 页码: 824-850
作者:  M. Victoria Luzón;  Nuria Rodríguez-Barroso;  Alberto Argente-Garrido;  Daniel Jiménez-López;  Jose M. Moyano;  Javier Del Ser;  Weiping Ding;  Francisco Herrera
Adobe PDF(4602Kb)  |  收藏  |  浏览/下载：18/5  |  提交时间：2024/03/18
Data privacy  distributed machine learning  federated learning  software frameworks  
Parallel Vision ⊇ Image Synthesis/Augmentation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 3, 页码: 782-784
作者:  Wenwen Zhang;  Wenbo Zheng;  Qiang Li;  Fei-Yue Wang
Adobe PDF(718Kb)  |  收藏  |  浏览/下载：76/32  |  提交时间：2024/02/19
R(2)Fed: Resilient Reinforcement Federated Learning for Industrial Applications 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2023, 卷号: 19, 期号: 8, 页码: 8829-8840
作者:  Zhang, Weishan;  Yu, Fa;  Wang, Xiao;  Zeng, Xingjie;  Zhao, Hongwei;  Tian, Yonglin;  Wang, Fei-Yue;  Li, Longfei;  Li, Zengxiang
收藏  |  浏览/下载：81/0  |  提交时间：2023/11/17
Federated learning  non-independent identically distributed (non-IID) data  reinforcement learning