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Modern low-latency anonymity systems, no matter whether constructed as an overlay or implemented at the network layer, offer limited security guarantees against traffic analysis. On the other hand, high-latency anonymity systems offer…

密码学与安全 · 计算机科学 2018-02-26 Chen Chen , Daniele E. Asoni , Adrian Perrig , David Barrera , George Danezis , Carmela Troncoso

Anonymity networks like Tor significantly enhance online privacy but are vulnerable to correlation attacks by state-level adversaries. While covert channels encapsulated in media protocols, particularly WebRTC-based encapsulation, have…

密码学与安全 · 计算机科学 2023-10-20 Afonso Vilalonga , João S. Resende , Henrique Domingos

Combining Federated Learning (FL) with a Trusted Execution Environment (TEE) is a promising approach for realizing privacy-preserving FL, which has garnered significant academic attention in recent years. Implementing the TEE on the server…

机器学习 · 计算机科学 2023-06-21 Fumiyuki Kato , Yang Cao , Masatoshi Yoshikawa

Despite being the most popular privacy-enhancing network, Tor is increasingly adopted by cybercriminals to obfuscate malicious traffic, hindering the identification of malware-related communications between compromised devices and Command…

密码学与安全 · 计算机科学 2024-09-26 Ishan Karunanayake , Mashael AlSabah , Nadeem Ahmed , Sanjay Jha

Machine learning models are increasingly made available to the masses through public query interfaces. Recent academic work has demonstrated that malicious users who can query such models are able to infer sensitive information about…

密码学与安全 · 计算机科学 2017-12-27 Yunhui Long , Vincent Bindschaedler , Carl A. Gunter

Trusted Execution Environments (TEEs) have emerged at the forefront of edge computing to combat the lack of trust between system components. Field Programmable Gate Arrays (FPGAs) are commonly used as edge computers but were not created…

We present ShorTor, a protocol for reducing latency on the Tor network. ShorTor uses multi-hop overlay routing, a technique typically employed by content delivery networks, to influence the route Tor traffic takes across the internet.…

网络与互联网体系结构 · 计算机科学 2022-04-12 Kyle Hogan , Sacha Servan-Schreiber , Zachary Newman , Ben Weintraub , Cristina Nita-Rotaru , Srinivas Devadas

A measure of privacy infringement for agents (or participants) travelling across a transportation network in participatory-sensing schemes for traffic estimation is introduced. The measure is defined to be the conditional probability that…

最优化与控制 · 数学 2016-09-06 Farhad Farokhi , Iman Shames

The main premise of federated learning (FL) is that machine learning model updates are computed locally to preserve user data privacy. This approach avoids by design user data to ever leave the perimeter of their device. Once the updates…

机器学习 · 计算机科学 2023-09-15 Simon Queyrut , Valerio Schiavoni , Pascal Felber

Edge intelligence enables resource-demanding Deep Neural Network (DNN) inference without transferring original data, addressing concerns about data privacy in consumer Internet of Things (IoT) devices. For privacy-sensitive applications,…

密码学与安全 · 计算机科学 2024-03-20 Xueshuo Xie , Haoxu Wang , Zhaolong Jian , Tao Li , Wei Wang , Zhiwei Xu , Guiling Wang

To safeguard user data privacy, on-device inference has emerged as a prominent paradigm on mobile and Internet of Things (IoT) devices. This paradigm involves deploying a model provided by a third party on local devices to perform inference…

密码学与安全 · 计算机科学 2025-05-30 Tong Sun , Bowen Jiang , Hailong Lin , Borui Li , Yixiao Teng , Yi Gao , Wei Dong

Trusted Execution Environments (TEEs) isolate a special space within a device memory that is not accessible to the normal world (also known as the untrusted environment), even when the device is compromised. Therefore, developers can…

密码学与安全 · 计算机科学 2026-03-06 Ruidong Han , Zhou Yang , Chengyan Ma , Ye Liu , Yuqing Niu , Siqi Ma , Debin Gao , David Lo

With the increasing popularity of Internet of Things (IoT) devices, securing sensitive user data has emerged as a major challenge. These devices often collect confidential information, such as audio and visual data, through peripheral…

密码学与安全 · 计算机科学 2023-12-21 Peterson Yuhala , Jämes Ménétrey , Pascal Felber , Marcelo Pasin , Valerio Schiavoni

The logic of many protocols relies on time measurements. However, in Trusted Execution Environments (TEEs) like Intel SGX, the time source is outside the Trusted Computing Base: a malicious system hosting the TEE can manipulate that TEE's…

密码学与安全 · 计算机科学 2025-07-29 Matthieu Bettinger , Sonia Ben Mokhtar , Anthony Simonet-Boulogne

Users can improve the security of remote communications by using Trusted Execution Environments (TEEs) to protect against direct introspection and tampering of sensitive data. This can even be done with applications coded in high-level…

密码学与安全 · 计算机科学 2021-02-11 Hyun Bin Lee , Tushar M. Jois , Christopher W. Fletcher , Carl A. Gunter

We present six multiparty protocols with information-theoretic security that tolerate an arbitrary number of corrupt participants. All protocols assume pairwise authentic private channels and a broadcast channel (in a single case, we…

密码学与安全 · 计算机科学 2016-01-06 Anne Broadbent , Alain Tapp

Two parties wish to collaborate on their datasets. However, before they reveal their datasets to each other, the parties want to have the guarantee that the collaboration would be fruitful. We look at this problem from the point of view of…

密码学与安全 · 计算机科学 2024-10-10 Hassan Jameel Asghar , Zhigang Lu , Zhongrui Zhao , Dali Kaafar

The Tor network enhances clients' privacy by routing traffic through an overlay network of volunteered intermediate relays. Tor employs a distributed protocol among nine hard-coded Directory Authority (DA) servers to securely disseminate…

密码学与安全 · 计算机科学 2025-03-25 Zhongtang Luo , Adithya Bhat , Kartik Nayak , Aniket Kate

The growing availability of hardware-based trusted execution environments (TEEs) in commodity processors has recently advanced support (i.e., design, implementation and deployment frameworks) for network-based secure services. Examples of…

分布式、并行与集群计算 · 计算机科学 2019-12-24 Christian Göttel , Pascal Felber , Valerio Schiavoni

Federated online learning to rank (FOLTR) aims to preserve user privacy by not sharing their searchable data and search interactions, while guaranteeing high search effectiveness, especially in contexts where individual users have scarce…

信息检索 · 计算机科学 2023-07-06 Shuyi Wang , Guido Zuccon