隐私保护信息中心网络分布式定时攻击的差分防御

Jiajin Yang, Junhua Tang, Jianhua Li, Futai Zou, Linsen Li
{"title":"隐私保护信息中心网络分布式定时攻击的差分防御","authors":"Jiajin Yang, Junhua Tang, Jianhua Li, Futai Zou, Linsen Li","doi":"10.1109/ICCWorkshops53468.2022.9882148","DOIUrl":null,"url":null,"abstract":"In-network content caching is a key feature of Information Centric Network (ICN), which facilitates efficient content distribution with reduced bandwidth consumption, less network congestion, and improved content retrieval latency. However, this ubiquitous caching of ICN is vulnerable to side-channel timing attack, where the adversary takes advantage of the response time difference between the cached and un-cached contents from the router, to detect if a privacy-sensitive object is cached, or even infer which user requested the object. To mitigate this type of privacy risk in ICN, we propose a differential defense mechanism against distributed timing attack in this paper. Specifically, we design an algorithm based on differential privacy to determine whether a cache-hit or cache-miss is returned for a certain request, which effectively hide the actual cache hit with differential privacy guarantee. Furthermore, a differential delay algorithm for artificial cache miss is implemented based on Laplace mechanism of differential privacy. Performance analysis and simulation results show that our scheme is more effective against distributed timing attack and incurs less impact on caching efficiency and delay performance compared with existing defense schemes for ICN.","PeriodicalId":102261,"journal":{"name":"2022 IEEE International Conference on Communications Workshops (ICC Workshops)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Differential Defense Against Distributed Timing Attack for Privacy-Preserving Information Centric Network\",\"authors\":\"Jiajin Yang, Junhua Tang, Jianhua Li, Futai Zou, Linsen Li\",\"doi\":\"10.1109/ICCWorkshops53468.2022.9882148\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In-network content caching is a key feature of Information Centric Network (ICN), which facilitates efficient content distribution with reduced bandwidth consumption, less network congestion, and improved content retrieval latency. However, this ubiquitous caching of ICN is vulnerable to side-channel timing attack, where the adversary takes advantage of the response time difference between the cached and un-cached contents from the router, to detect if a privacy-sensitive object is cached, or even infer which user requested the object. To mitigate this type of privacy risk in ICN, we propose a differential defense mechanism against distributed timing attack in this paper. Specifically, we design an algorithm based on differential privacy to determine whether a cache-hit or cache-miss is returned for a certain request, which effectively hide the actual cache hit with differential privacy guarantee. Furthermore, a differential delay algorithm for artificial cache miss is implemented based on Laplace mechanism of differential privacy. Performance analysis and simulation results show that our scheme is more effective against distributed timing attack and incurs less impact on caching efficiency and delay performance compared with existing defense schemes for ICN.\",\"PeriodicalId\":102261,\"journal\":{\"name\":\"2022 IEEE International Conference on Communications Workshops (ICC Workshops)\",\"volume\":\"7 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-05-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 IEEE International Conference on Communications Workshops (ICC Workshops)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICCWorkshops53468.2022.9882148\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE International Conference on Communications Workshops (ICC Workshops)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCWorkshops53468.2022.9882148","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

网络内内容缓存是信息中心网络(Information Centric Network, ICN)的一个关键特性,它通过减少带宽消耗、减少网络拥塞和改进内容检索延迟来促进有效的内容分发。然而,这种无处不在的ICN缓存很容易受到侧信道定时攻击,攻击者利用来自路由器的缓存和未缓存内容之间的响应时间差来检测是否缓存了隐私敏感对象,甚至推断哪个用户请求了该对象。为了减轻ICN中的这种隐私风险,我们在本文中提出了一种针对分布式定时攻击的差分防御机制。具体来说,我们设计了一种基于差分隐私的算法来确定某个请求是否返回cache-hit或cache-miss,有效地隐藏了具有差分隐私保证的实际缓存命中。在此基础上,基于差分隐私的拉普拉斯机制,实现了一种针对人工缓存缺失的差分延迟算法。性能分析和仿真结果表明,与现有的ICN防御方案相比,该方案对分布式定时攻击更有效,对缓存效率和延迟性能的影响更小。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Differential Defense Against Distributed Timing Attack for Privacy-Preserving Information Centric Network
In-network content caching is a key feature of Information Centric Network (ICN), which facilitates efficient content distribution with reduced bandwidth consumption, less network congestion, and improved content retrieval latency. However, this ubiquitous caching of ICN is vulnerable to side-channel timing attack, where the adversary takes advantage of the response time difference between the cached and un-cached contents from the router, to detect if a privacy-sensitive object is cached, or even infer which user requested the object. To mitigate this type of privacy risk in ICN, we propose a differential defense mechanism against distributed timing attack in this paper. Specifically, we design an algorithm based on differential privacy to determine whether a cache-hit or cache-miss is returned for a certain request, which effectively hide the actual cache hit with differential privacy guarantee. Furthermore, a differential delay algorithm for artificial cache miss is implemented based on Laplace mechanism of differential privacy. Performance analysis and simulation results show that our scheme is more effective against distributed timing attack and incurs less impact on caching efficiency and delay performance compared with existing defense schemes for ICN.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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:481959085
Book学术官方微信