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We investigate the problem of maintaining an encoded distributed storage system when some nodes contain adversarial errors. Using the error-correction capabilities that are built into the existing redundancy of the system, we propose a…

密码学与安全 · 计算机科学 2015-03-17 Theodoros K. Dikaliotis , Alexandros G. Dimakis , Tracey Ho

We introduce a new class of exact Minimum-Bandwidth Regenerating (MBR) codes for distributed storage systems, characterized by a low-complexity uncoded repair process that can tolerate multiple node failures. These codes consist of the…

信息论 · 计算机科学 2010-10-14 Salim El Rouayheb , Kannan Ramchandran

The coded caching problem with secrecy constraint i.e., the users should not be able to gain any information about the content of the files that they did not demand, is known as the secretive coded caching problem. This was proposed by…

信息论 · 计算机科学 2021-07-02 Shreya Shrestha Meel , B. Sundar Rajan

Learning the joint probability of random variables (RVs) is the cornerstone of statistical signal processing and machine learning. However, direct nonparametric estimation for high-dimensional joint probability is in general impossible, due…

机器学习 · 统计学 2021-09-01 Shahana Ibrahim , Xiao Fu

Coded Caching, proposed by Maddah-Ali and Niesen (MAN), has the potential to reduce network traffic by pre-storing content in the users' local memories when the network is underutilized and transmitting coded multicast messages that…

信息论 · 计算机科学 2021-04-14 Kai Wan , Hua Sun , Mingyue Ji , Daniela Tuninetti , Giuseppe Caire

Private information retrieval (PIR) is a database query protocol that provides user privacy, in that the user can learn a particular entry of the database of his interest but his query would be hidden from the data centre. Symmetric private…

量子物理 · 物理学 2021-01-19 Wen Yu Kon , Charles Ci Wen Lim

In this work private information retrieval (PIR) codes are studied. In a $k$-PIR code, $s$ information bits are encoded in such a way that every information bit has $k$ mutually disjoint recovery sets. The main problem under this paradigm…

信息论 · 计算机科学 2021-01-19 Sascha Kurz , Eitan Yaakobi

This work considers computationally efficient privacy-preserving data release. We study the task of analyzing a database containing sensitive information about individual participants. Given a set of statistical queries on the data, we want…

计算复杂性 · 计算机科学 2011-07-14 Moritz Hardt , Guy N. Rothblum , Rocco A. Servedio

Differentially private federated learning is crucial for maintaining privacy in distributed environments. This paper investigates the challenges of high-dimensional estimation and inference under the constraints of differential privacy.…

机器学习 · 统计学 2024-04-26 Zhe Zhang , Ryumei Nakada , Linjun Zhang

We consider the problem of storing data in a distributed manner over $T$ servers. We require the data (i) to be recoverable from the $T$ servers, and (ii) to remain private from any $T-1$ colluding servers, where privacy is quantified in…

信息论 · 计算机科学 2020-06-01 Remi A. Chou , Joerg Kliewer

The problem of $T$-colluding private information retrieval (PIR) enables the user to retrieve one out of $M$ files from a distributed storage system with $N$ servers without revealing anything about the index of the desired file to any…

信息论 · 计算机科学 2025-06-10 Jinbao Zhu , Xiaohu Tang

A multiple-descriptions (MD) coding strategy is proposed and an inner bound to the achievable rate-distortion region is derived. The scheme utilizes linear codes. It is shown in two different MD set-ups that the linear coding scheme…

信息论 · 计算机科学 2014-02-11 Farhad Shirani , Sandeep Pradhan

Private Information Retrieval (PIR) schemes allow a client to retrieve any file of interest, while hiding the file identity from the database servers. In contrast to most existing PIR schemes that assume honest-but-curious servers, we study…

信息论 · 计算机科学 2023-06-09 Stanislav Kruglik , Son Hoang Dau , Han Mao Kiah , Huaxiong Wang

A centralized coded caching system, consisting of a server delivering N popular files, each of size F bits, to K users through an error-free shared link, is considered. It is assumed that each user is equipped with a local cache memory with…

信息论 · 计算机科学 2016-12-15 Mohammad Mohammadi Amiri , Deniz Gunduz

A systematic convolutional encoder of rate $(n-1)/n$ and maximum degree $D$ generates a code of free distance at most ${\cal D} = D+2$ and, at best, a column distance profile (CDP) of $[2,3,\ldots,{\cal D}]$. A code is \emph{Maximum…

信息论 · 计算机科学 2017-05-30 Ángela Barbero , Øyvind Ytrehus

We study the problem of weakly private information retrieval (W-PIR), where a user wishes to retrieve a desired message from $N$ non-colluding servers in a way that the privacy leakage regarding the desired message's identity is less than…

信息论 · 计算机科学 2022-05-04 Chengyuan Qian , Ruida Zhou , Chao Tian , Tie Liu

Regenerating codes enable trading off repair bandwidth for storage in distributed storage systems (DSS). Due to their distributed nature, these systems are intrinsically susceptible to attacks, and they may also be subject to multiple…

信息论 · 计算机科学 2014-07-10 O. Ozan Koyluoglu , Ankit Singh Rawat , Sriram Vishwanath

Private information retrieval (PIR) is a mechanism for efficiently downloading messages while keeping the index of the desired message secret from the servers. PIR schemes have been extended to various scenarios with adversarial servers:…

信息论 · 计算机科学 2026-01-23 Atsushi Miki , Toshiyasu Matsushima

We consider a set up where a file of size M is stored in n distributed storage nodes, using an (n,k) minimum storage regenerating (MSR) code, i.e., a maximum distance separable (MDS) code that also allows efficient exact-repair of any…

信息论 · 计算机科学 2010-04-27 Viveck R. Cadambe , Syed A. Jafar , Hamed Maleki

We consider storage systems in which $K$ files are stored over $N$ nodes. A node may be systematic for a particular file in the sense that access to it gives access to the file. Alternatively, a node may be coded, meaning that it gives…

信息论 · 计算机科学 2019-01-09 Sarah Anderson , Ann Johnston , Gauri Joshi , Gretchen Matthews , Carolyn Mayer , Emina Soljanin
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