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Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...最新文献

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Introduction to Federated Learning 联邦学习简介
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2022-01-01 DOI: 10.1007/978-3-030-96896-0_1
Heiko Ludwig, N. Baracaldo
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引用次数: 0
Semantic Vectorization: Text- and Graph-Based Models 语义矢量化:基于文本和图的模型
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2022-01-01 DOI: 10.1007/978-3-030-96896-0_3
Shalisha Witherspoon, Dean Steuer, N. Desai
{"title":"Semantic Vectorization: Text- and Graph-Based Models","authors":"Shalisha Witherspoon, Dean Steuer, N. Desai","doi":"10.1007/978-3-030-96896-0_3","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_3","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"28 1","pages":"53-70"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84667954","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Federated Learning for Open Banking 开放式银行的联邦学习
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2021-08-24 DOI: 10.1007/978-3-030-63076-8_17
Guodong Long, Yue Tan, Jing Jiang, Chengqi Zhang
{"title":"Federated Learning for Open Banking","authors":"Guodong Long, Yue Tan, Jing Jiang, Chengqi Zhang","doi":"10.1007/978-3-030-63076-8_17","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8_17","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"29 1","pages":"240-254"},"PeriodicalIF":0.0,"publicationDate":"2021-08-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76335505","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 121
A Principled Approach to Data Valuation for Federated Learning 联邦学习数据评估的原则方法
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2020-09-14 DOI: 10.1007/978-3-030-63076-8_11
Tianhao Wang, Johannes Rausch, Ce Zhang, R. Jia, D. Song
{"title":"A Principled Approach to Data Valuation for Federated Learning","authors":"Tianhao Wang, Johannes Rausch, Ce Zhang, R. Jia, D. Song","doi":"10.1007/978-3-030-63076-8_11","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8_11","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"1 1","pages":"153-167"},"PeriodicalIF":0.0,"publicationDate":"2020-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75336159","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 114
FOCUS: Dealing with Label Quality Disparity in Federated Learning 焦点:联邦学习中标签质量差异的处理
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2020-01-29 DOI: 10.1007/978-3-030-63076-8_8
Yiqiang Chen, Xiaodong Yang, Xin Qin, Han Yu, Biao Chen, Zhiqi Shen
{"title":"FOCUS: Dealing with Label Quality Disparity in Federated Learning","authors":"Yiqiang Chen, Xiaodong Yang, Xin Qin, Han Yu, Biao Chen, Zhiqi Shen","doi":"10.1007/978-3-030-63076-8_8","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8_8","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"113 1","pages":"108-121"},"PeriodicalIF":0.0,"publicationDate":"2020-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81034800","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 52
Threats to Federated Learning 联邦学习面临的威胁
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2020-01-01 DOI: 10.1007/978-3-030-63076-8_1
L. Lyu, Han Yu, Jun Zhao, Qiang Yang
{"title":"Threats to Federated Learning","authors":"L. Lyu, Han Yu, Jun Zhao, Qiang Yang","doi":"10.1007/978-3-030-63076-8_1","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8_1","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"40 1","pages":"3-16"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89114571","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 66
Towards Byzantine-Resilient Federated Learning via Group-Wise Robust Aggregation 基于群明智鲁棒聚合的拜占庭弹性联邦学习
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2020-01-01 DOI: 10.1007/978-3-030-63076-8_6
Lei Yu, Lingfei Wu
{"title":"Towards Byzantine-Resilient Federated Learning via Group-Wise Robust Aggregation","authors":"Lei Yu, Lingfei Wu","doi":"10.1007/978-3-030-63076-8_6","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8_6","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"44 1","pages":"81-92"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74235577","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 8
Federated Recommendation Systems 联邦推荐系统
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2020-01-01 DOI: 10.1007/978-3-030-63076-8_16
Liu Yang, Ben Tan, V. Zheng, Kai Chen, Qian Yang
{"title":"Federated Recommendation Systems","authors":"Liu Yang, Ben Tan, V. Zheng, Kai Chen, Qian Yang","doi":"10.1007/978-3-030-63076-8_16","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8_16","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"1 1","pages":"225-239"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84221083","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 89
Budget-Bounded Incentives for Federated Learning 联邦学习的预算有限激励
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2020-01-01 DOI: 10.1007/978-3-030-63076-8_13
A. Richardson, Aris Filos-Ratsikas, B. Faltings
{"title":"Budget-Bounded Incentives for Federated Learning","authors":"A. Richardson, Aris Filos-Ratsikas, B. Faltings","doi":"10.1007/978-3-030-63076-8_13","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8_13","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"13 1","pages":"176-188"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80892553","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 22
Large-Scale Kernel Method for Vertical Federated Learning 垂直联邦学习的大规模核方法
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2020-01-01 DOI: 10.1007/978-3-030-63076-8_5
Zhiyuan Dang, Bin Gu, Heng Huang
{"title":"Large-Scale Kernel Method for Vertical Federated Learning","authors":"Zhiyuan Dang, Bin Gu, Heng Huang","doi":"10.1007/978-3-030-63076-8_5","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8_5","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"22 1","pages":"66-80"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81197285","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
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