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In this paper, the problem of providing privacy to users requesting data over a network from a distributed storage system (DSS) is considered. The DSS, which is considered as the multi-terminal destination of the network from the user's…

信息论 · 计算机科学 2019-06-24 Razane Tajeddine , Antonia Wachter-Zeh , Camilla Hollanti

Recently, private inference (PI) has addressed the rising concern over data and model privacy in machine learning inference as a service. However, existing PI frameworks suffer from high computational and communication costs due to the…

密码学与安全 · 计算机科学 2023-04-27 Yuke Zhang , Dake Chen , Souvik Kundu , Haomei Liu , Ruiheng Peng , Peter A. Beerel

Sensitive citizen data, such as social, medical, and fiscal data, is heavily fragmented across public bodies and the private domain. Mining the combined data sets allows for new insights that otherwise remain hidden. Examples are improved…

密码学与安全 · 计算机科学 2025-12-10 Kristof Verslype , Florian Kerschbaum , Cyprien Delpech de Saint Guilhem , Bart De Decker , Jorn Lapon

Two parties with private data sets can find shared elements using a Private Set Intersection (PSI) protocol without revealing any information beyond the intersection. Circuit PSI protocols privately compute an arbitrary function of the…

The increased deployment of machine learning inference in various applications has sparked privacy concerns. In response, private inference (PI) protocols have been created to allow parties to perform inference without revealing their…

密码学与安全 · 计算机科学 2026-02-24 Jiaqi Xue , Mengxin Zheng , Qian Lou

In the modern digital world, a user of a smart system remains surrounded with as well as observed by a number of tiny IoT devices round the clock almost everywhere. Unfortunately, the ability of these devices to sense and share various…

密码学与安全 · 计算机科学 2022-07-26 Himanshu Goyal , Krishna Kodali , Sudipta Saha

Network slicing in 3GPP 5G system architecture has introduced significant improvements in the flexibility and efficiency of mobile communication. However, this new functionality poses challenges in maintaining the privacy of mobile users,…

密码学与安全 · 计算机科学 2023-05-30 Xiangman Li , Miao He , Jianbing Ni

Privacy and security have rapidly emerged as first order design constraints. Users now demand more protection over who can see their data (confidentiality) as well as how it is used (control). Here, existing cryptographic techniques for…

密码学与安全 · 计算机科学 2023-07-11 Jianqiao Mo , Karthik Garimella , Negar Neda , Austin Ebel , Brandon Reagen

The widespread adoption of Large Language Models (LLMs) has raised significant privacy concerns regarding the exposure of personally identifiable information (PII) in user prompts. To address this challenge, we propose a query-unrelated PII…

密码学与安全 · 计算机科学 2026-02-18 Hao Shen , Zhouhong Gu , Haokai Hong , Weili Han

With a plethora of new connections, features, and services introduced, the 5th generation (5G) wireless technology reflects the development of mobile communication networks and is here to stay for the next decade. The multitude of services…

Recent studies have shown that large language models (LLMs) can infer private user attributes (e.g., age, location, gender) from user-generated text shared online, enabling rapid and large-scale privacy breaches. Existing…

密码学与安全 · 计算机科学 2026-04-21 Dong Yan , Jian Liang , Ran He , Tieniu Tan

Spectrum scarcity has been a major concern for achieving the desired quality of experience (QoE) in next-generation (5G/6G and beyond) networks supporting a massive volume of mobile and IoT devices with low-latency and seamless…

网络与互联网体系结构 · 计算机科学 2022-07-01 Keyvan Ramezanpour , Jithin Jagannath , Anu Jagannath

While regulators advocate for higher cloud transparency, many Cloud Service Providers (CSPs) often do not provide detailed information regarding their security implementations in their Service Level Agreements (SLAs). In practice, CSPs are…

密码学与安全 · 计算机科学 2018-04-13 Ahmed Taha , Spyros Boukoros , Jesus Luna , Stefan Katzenbeisser , Neeraj Suri

This paper introduces a novel lower bound on communication complexity using quantum relative entropy and mutual information, refining previous classical entropy-based results. By leveraging Uhlmann's lemma and quantum Pinsker inequalities,…

量子物理 · 物理学 2025-07-29 Fengxia Liu , Zhiyong Zheng , Kun Tian , Yi Zhang , Heng Guo , Zhe Hu , Oleksiy Zhedanov , Zixian Gong

Widely-deployed encryption-based security prevents unauthorized decoding, but does not ensure undetectability of communication. However, covert, or low probability of detection/intercept (LPD/LPI) communication is crucial in many scenarios…

信息论 · 计算机科学 2015-06-02 Boulat A. Bash , Dennis Goeckel , Saikat Guha , Don Towsley

Private Set Intersection (PSI) is a vital cryptographic technique used for securely computing common data of different sets. In PSI protocols, often two parties hope to find their common set elements without needing to disclose their…

密码学与安全 · 计算机科学 2021-02-01 Alireza Kavousi , Javad Mohajeri , Mahmoud Salmasizadeh

The growing concern about data privacy has led to the development of private inference (PI) frameworks in client-server applications which protects both data privacy and model IP. However, the cryptographic primitives required yield…

机器学习 · 计算机科学 2024-02-09 Sreetama Sarkar , Souvik Kundu , Peter A. Beerel

Next-generation systems aim to increase both the speed and responsiveness of wireless communications, while supporting compelling applications such as edge and cloud computing, remote-Health, vehicle-to-infrastructure communications, etc.…

信号处理 · 电气工程与系统科学 2021-09-21 Zhongxiang Wei , Christos Masouros , H. Vincent Poor , Athina P. Petropulu , Lajos Hanzo

Large Language Models (LLMs) hold promise for advancing legal practice by automating complex tasks and improving access to justice. However, their adoption is limited by concerns over client confidentiality, especially when lawyers include…

计算与语言 · 计算机科学 2025-01-22 M. Mikail Demir , Hakan T. Otal , M. Abdullah Canbaz

High transmission rate and secure communication have been identified as the key targets that need to be effectively addressed by fifth generation (5G) wireless systems. In this context, the concept of physical-layer security becomes…

信息论 · 计算机科学 2018-02-13 Weidong Mei , Zhi Chen , Jun Fang , Shaoqian Li