发布求助
文献互助 智能选刊 最新文献

Proceedings of the 23rd International Middleware Conference: Demos and Posters最新文献

筛选
英文 中文
OrderlessFL
Proceedings of the 23rd International Middleware Conference: Demos and Posters Pub Date : 2022-11-07 DOI: 10.1145/3565386.3565487
Pezhman Nasirifard, Rubén Mayer, Hans A. Jacobsen
{"title":"OrderlessFL","authors":"Pezhman Nasirifard, Rubén Mayer, Hans A. Jacobsen","doi":"10.1145/3565386.3565487","DOIUrl":"https://doi.org/10.1145/3565386.3565487","url":null,"abstract":"Industries produce a large amount of data that can improve Machine Learning models. However, due to privacy issues, the data cannot be shared. Several Federated Learning (FL) systems have been introduced as private alternatives without considering Byzantine actors. Also, these systems are affected by the gradient staleness problem. Several blockchain-based FL systems are introduced to address Byzantine actors, which rely on Proof-of-Work-based (PoW) protocols and suffer from their limitations. We introduce OrderlessFL, a safe permissioned blockchain-based FL system using flCRDT, a CRDT for concurrent ML training and mitigating gradient staleness.","PeriodicalId":159238,"journal":{"name":"Proceedings of the 23rd International Middleware Conference: Demos and Posters","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114590634","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: 3
TrustedCloud TrustedCloud
Proceedings of the 23rd International Middleware Conference: Demos and Posters Pub Date : 2022-11-07 DOI: 10.1145/3565386.3565492
D. Jha, Graham Lenton, James Asker, D. Blundell, D. Wallom
{"title":"TrustedCloud","authors":"D. Jha, Graham Lenton, James Asker, D. Blundell, D. Wallom","doi":"10.1145/3565386.3565492","DOIUrl":"https://doi.org/10.1145/3565386.3565492","url":null,"abstract":"Applications executing in the cloud are prone to numerous attacks including network, malware and data manipulation which are not immediately apparent. The Dwell Time for an attack to be noticed is currently 211 days where human error is reported to be a factor of 95% of data breaches [1]. In this abstract, we present TrustedCloud, a novel framework for run-time trust state analysis of a virtual machine (VM). TrustedCloud has four components, a) Trust Agent, b) Kernel Module and c) Trusted Platform Module (TPM) executing in all the VMs while d) Verification Cluster, a centralised entity verifying the VM's state. We will show the functioning of the TrustedCloud from the stage of VM creation to the detection of unauthorised service execution.","PeriodicalId":159238,"journal":{"name":"Proceedings of the 23rd International Middleware Conference: Demos and Posters","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128903630","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
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整，为了账户安全，请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们：info@booksci.cn Book学术提供免费学术资源搜索服务，方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号：604180095
Book学术官方微信