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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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Personalization in Federated Learning 联邦学习中的个性化
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_4
Mayank Agarwal, Mikhail Yurochkin, Yuekai Sun
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引用次数: 2
Local Training and Scalability of Federated Learning Systems 联邦学习系统的局部训练与可扩展性
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_10
Syed Zawad, Feng Yan, A. Anwar
{"title":"Local Training and Scalability of Federated Learning Systems","authors":"Syed Zawad, Feng Yan, A. Anwar","doi":"10.1007/978-3-030-96896-0_10","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_10","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":"25 1","pages":"213-233"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74138969","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: 1
Split Learning: A Resource Efficient Model and Data Parallel Approach for Distributed Deep Learning 分割学习:分布式深度学习的资源高效模型和数据并行方法
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 : 2022-01-01 DOI: 10.1007/978-3-030-96896-0_19
Praneeth Vepakomma, Ramesh Raskar
{"title":"Split Learning: A Resource Efficient Model and Data Parallel Approach for Distributed Deep Learning","authors":"Praneeth Vepakomma, Ramesh Raskar","doi":"10.1007/978-3-030-96896-0_19","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_19","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":"3 1","pages":"439-451"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74978562","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: 1
Federated Learning and Fairness 联合学习与公平
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_8
Annie Abay, Yi Zhou, N. Baracaldo, Heiko Ludwig
{"title":"Federated Learning and Fairness","authors":"Annie Abay, Yi Zhou, N. Baracaldo, Heiko Ludwig","doi":"10.1007/978-3-030-96896-0_8","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_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":"22 1","pages":"177-191"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83712273","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
Personalized, Robust Federated Learning with Fed+ 使用Fed+实现个性化、稳健的联邦学习
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 : 2022-01-01 DOI: 10.1007/978-3-030-96896-0_5
Pengqian Yu, Achintya Kundu, L. Wynter, Shiau Hong Lim
{"title":"Personalized, Robust Federated Learning with Fed+","authors":"Pengqian Yu, Achintya Kundu, L. Wynter, Shiau Hong Lim","doi":"10.1007/978-3-030-96896-0_5","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_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":"17 1","pages":"99-123"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73514405","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: 1
Data Leakage in Federated Learning 联邦学习中的数据泄漏
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_15
Xiao Jin, Pin-Yu Chen, Tianyi Chen
{"title":"Data Leakage in Federated Learning","authors":"Xiao Jin, Pin-Yu Chen, Tianyi Chen","doi":"10.1007/978-3-030-96896-0_15","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_15","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":"63 1","pages":"337-361"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85259259","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
Private Parameter Aggregation for Federated Learning 用于联邦学习的私有参数聚合
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_14
K. R. Jayaram, Ashish Verma
{"title":"Private Parameter Aggregation for Federated Learning","authors":"K. R. Jayaram, Ashish Verma","doi":"10.1007/978-3-030-96896-0_14","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_14","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":"5 11 1","pages":"313-336"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90357817","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
Application of Federated Learning in Medical Imaging 联邦学习在医学影像学中的应用
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_22
Ehsan Degan, S. Abedin, D. Beymer, Angshuman Deb, Nathaniel Braman, Benedikt Graf, Vandana V. Mukherjee
{"title":"Application of Federated Learning in Medical Imaging","authors":"Ehsan Degan, S. Abedin, D. Beymer, Angshuman Deb, Nathaniel Braman, Benedikt Graf, Vandana V. Mukherjee","doi":"10.1007/978-3-030-96896-0_22","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_22","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":"68 1","pages":"483-497"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79359277","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: 1
Systems Bias in Federated Learning 联邦学习中的系统偏差
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_12
Syed Zawad, Feng Yan, A. Anwar
{"title":"Systems Bias in Federated Learning","authors":"Syed Zawad, Feng Yan, A. Anwar","doi":"10.1007/978-3-030-96896-0_12","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_12","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":"24 1","pages":"259-278"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78799054","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: 1
Federated Learning: A Comprehensive Overview of Methods and Applications 联邦学习:方法和应用的综合概述
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
{"title":"Federated Learning: A Comprehensive Overview of Methods and Applications","authors":"","doi":"10.1007/978-3-030-96896-0","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0","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":"25 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86447115","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: 12
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