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The ever-increasing gap between compute and I/O performance in HPC platforms, together with the development of novel NVMe storage devices (NVRAM), led to the emergence of the burst buffer concept - an intermediate persistent storage layer…

分布式、并行与集群计算 · 计算机科学 2022-01-11 Jan Kopanski , Krzysztof Rzadca

Consider the problem of a multiple access channel in a time dependent environment with a large number of users. In such a system, mostly due to practical constraints (e.g., decoding complexity), not all users can be scheduled together, and…

信息论 · 计算机科学 2018-11-07 Ori Shmuel , Asaf Cohen , Omer Gurewitz

This work seeks to design decisionmaking rules for autonomous agents to jointly influence and optimize the behavior of teamed human decisionmakers in the presence of an adversary. We study a situation in which computational jobs are…

分布式、并行与集群计算 · 计算机科学 2019-06-04 Philip N. Brown

Consider $L$ users, who each hold private data, and one fusion center who must compute a function of the private data of the $L$ users. To accomplish this task, each user may utilize a public and noiseless broadcast channel in a…

信息论 · 计算机科学 2025-09-16 Remi A. Chou , Joerg Kliewer

Multi-server queueing systems are widely used models for job scheduling in machine learning, wireless networks, crowdsourcing, and healthcare systems. This paper considers a multi-server system with multiple servers and multiple types of…

机器学习 · 计算机科学 2023-06-05 Zixian Yang , R. Srikant , Lei Ying

We consider three parallel service models in which customers of several types are served by several types of servers subject to a bipartite compatibility graph, and the service policy is first come first served. Two of the models have a…

概率论 · 数学 2018-05-14 Ivo Adan , Igor Kleiner , Rhonda Righter , Gideon Weiss

A key feature of the packet scheduler in LTE system is that it can allocate resources both in the time and frequency domain. Furthermore, the scheduler is acquainted with channel state information periodically reported by user equipments…

网络与互联网体系结构 · 计算机科学 2014-10-01 Mattia Carpin , Andrea Zanella , Jawad Rasool , Kashif Mahmood , Ole Grøndalen , Olav N. Østerbø

Timing side-channels are an important threat to cryptography that still needs to be addressed in implementations, and the advent of post-quantum cryptography raises this issue because the lattice-based schemes may produce secret-dependent…

密码学与安全 · 计算机科学 2025-12-30 Aayush Mainali , Sirjan Ghimire

Federated Learning (FL) has emerged as a result of data ownership and privacy concerns to prevent data from being shared between multiple parties included in a training procedure. Although issues, such as privacy, have gained significant…

机器学习 · 计算机科学 2022-01-26 Ninareh Mehrabi , Cyprien de Lichy , John McKay , Cynthia He , William Campbell

Network side channels (NSCs) leak secrets through packet timing and packet sizes. They are of particular concern in public IaaS Clouds, where any tenant may be able to colocate and indirectly observe a victim's traffic shape. We present…

密码学与安全 · 计算机科学 2022-02-18 Aastha Mehta , Mohamed Alzayat , Roberta de Viti , Björn B. Brandenburg , Peter Druschel , Deepak Garg

We consider a database $\vec{X} = (X_1,\cdots,X_n)$ containing the data of $n$ users. The data aggregator wants to publicise the database, but wishes to sanitise the dataset to hide sensitive data $S_i$ correlated to $X_i$. This setting is…

密码学与安全 · 计算机科学 2020-03-10 Milan Lopuhaä-Zwakenberg

Serverless computing has revolutionized cloud computing by offering users an efficient, cost-effective way to develop and deploy applications without managing infrastructure details. However, serverless cloud users remain vulnerable to…

密码学与安全 · 计算机科学 2026-01-15 Wei Shao , Najmeh Nazari , Behnam Omidi , Setareh Rafatirad , Khaled N. Khasawneh , Houman Homayoun , Chongzhou Fang

Consider a Compute and Forward (CF) relay network with $L$ users and a single relay. The relay tries to decode a linear function of the transmitted signals. For such a network, letting all $L$ users transmit simultaneously, especially when…

信息论 · 计算机科学 2018-11-07 Ori Shmuel , Asaf Cohen , Omer Gurewitz

Caching is an efficient way to reduce network traffic congestion during peak hours by storing some content at the user's local cache memory without knowledge of later demands. For the shared-link caching model, Maddah-Ali and Niesen (MAN)…

信息论 · 计算机科学 2020-06-22 Kai Wan , Giuseppe Caire

Fixed Communication Provider (FCP) is a consortium of Internet Service Providers (ISPs) which users can switch easily and freely between their ISPs. In order to increase the QoS of the ISPs, we propose a two class service model as the…

网络与互联网体系结构 · 计算机科学 2017-11-15 Hossein Lolaee , Mohammad Ali Akhaee

Recent studies highlighting the vulnerability of computer architecture to information leakage attacks have been a cause of significant concern. Among the various classes of microarchitectural attacks, cache timing channels are especially…

密码学与安全 · 计算机科学 2019-02-14 Fan Yao , Hongyu Fang , Milos Doroslovacki , Guru Venkataramani

Compression algorithms are widely used as they save memory without losing data. However, elimination of redundant symbols and sequences in data leads to a compression side channel. So far, compression attacks have only focused on the…

密码学与安全 · 计算机科学 2021-11-17 Martin Schwarzl , Pietro Borrello , Gururaj Saileshwar , Hanna Müller , Michael Schwarz , Daniel Gruss

Federated Learning (FL) is a novel privacy-protection distributed machine learning paradigm that guarantees user privacy and prevents the risk of data leakage due to the advantage of the client's local training. Researchers have struggled…

机器学习 · 计算机科学 2023-12-01 Kangkang Sun , Xiaojin Zhang , Xi Lin , Gaolei Li , Jing Wang , Jianhua Li

We consider an edge computing scenario where users want to perform a linear computation on local, private data and a network-wide, public matrix. Users offload computations to edge servers located at the edge of the network, but do not want…

信息论 · 计算机科学 2020-10-20 Reent Schlegel , Siddhartha Kumar , Eirik Rosnes , Alexandre Graell i Amat

Algorithms for scheduling structured parallel computations have been widely studied in the literature. For some time now, Work Stealing is one of the most popular for scheduling such computations, and its performance has been studied in…

分布式、并行与集群计算 · 计算机科学 2018-10-26 Guilherme Rito , Hervé Paulino