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BM compression is a straightforward and operable way to reduce buffer message length as well as to improve system performance. In this paper, we thoroughly discuss the principles and protocol progress of different compression schemes, and…

多媒体 · 计算机科学 2011-09-02 Chunxi Li , Changjia Chen , DahMing Chiu

Federated Learning (FL) is an emerging framework for distributed processing of large data volumes by edge devices subject to limited communication bandwidths, heterogeneity in data distributions and computational resources, as well as…

机器学习 · 计算机科学 2022-04-11 Yonghai Gong , Yichuan Li , Nikolaos M. Freris

Flood is a natural phenomenon that causes severe environmental damage and destruction in smart cities. After a flood, topographic, geological, and living conditions change. As a result, the previous information regarding the environment is…

计算机与社会 · 计算机科学 2022-03-15 Sajedeh Abbasi , Hamed Vahdat-Nejad , Hamideh Hajiabadi

In wireless systems, neighbor discovery (ND) is a fundamental building block: determining which devices are within direct radio communication is an enabler for networking protocols and a wide range of applications. To thwart abuse of ND and…

密码学与安全 · 计算机科学 2009-01-05 Marcin Poturalski , Panos Papadimitratos , Jean-Pierre Hubaux

We investigate the problem of private read update write (PRUW) in relation to private federated submodel learning (FSL), where a machine learning model is divided into multiple submodels based on the different types of data used to train…

信息论 · 计算机科学 2022-09-12 Sajani Vithana , Sennur Ulukus

TensorFlow is an interface for expressing machine learning algorithms, and an implementation for executing such algorithms. A computation expressed using TensorFlow can be executed with little or no change on a wide variety of heterogeneous…

Reliable communication is a fundamental distributed communication abstraction that allows any two nodes of a network to communicate with each other. It is necessary for more powerful communication primitives, such as broadcast and…

分布式、并行与集群计算 · 计算机科学 2024-08-16 Rowdy Chotkan , Bart Cox , Vincent Rahli , Jérémie Decouchant

Social recommendation has emerged as a powerful approach to enhance personalized recommendations by leveraging the social connections among users, such as following and friend relations observed in online social platforms. The fundamental…

信息检索 · 计算机科学 2024-06-05 Zongwei Li , Lianghao Xia , Chao Huang

We propose a protocol for verifiable remote voting with paper assurance. It is intended to augment existing postal voting procedures, allowing a ballot to be electronically constructed, printed on paper, then returned in the post. It allows…

密码学与安全 · 计算机科学 2021-11-10 Eleanor McMurtry , Xavier Boyen , Chris Culnane , Kristian Gjøsteen , Thomas Haines , Vanessa Teague

An increasing number of scientific applications rely on stream processing for generating timely insights from data feeds of scientific instruments, simulations, and Internet-of-Thing (IoT) sensors. The development of streaming applications…

分布式、并行与集群计算 · 计算机科学 2018-11-13 Andre Luckow , George Chantzialexiou , Shantenu Jha

Broadcast networks allow one to model networks of identical nodes communicating through message broadcasts. Their parameterized verification aims at proving a property holds for any number of nodes, under any communication topology, and on…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Nathalie Bertrand , Patricia Bouyer , Anirban Majumdar

Fault tolerance is critical for distributed stream processing systems, yet achieving error-free fault tolerance often incurs substantial performance overhead. We present AF-Stream, a distributed stream processing system that addresses the…

分布式、并行与集群计算 · 计算机科学 2019-08-13 Zhinan Cheng , Qun Huang , Patrick P. C. Lee

Randomized rumor spreading is a classical protocol to disseminate information across a network. At SODA 2008, a quasirandom version of this protocol was proposed and competitive bounds for its run-time were proven. This prompts the…

离散数学 · 计算机科学 2013-05-21 Benjamin Doerr , Anna Huber , Ariel Levavi

Probabilistic bisimulation is a fundamental notion of process equivalence for probabilistic systems. Among others, it has important applications including formalizing the anonymity property of several communication protocols. There is a lot…

软件工程 · 计算机科学 2020-11-05 Chih-Duo Hong , Anthony W. Lin , Rupak Majumdar , Philipp Rümmer

Subgraphs of a larger global graph may be distributed across multiple devices, and only locally accessible due to privacy restrictions, although there may be links between subgraphs. Recently proposed subgraph Federated Learning (FL)…

机器学习 · 计算机科学 2023-05-23 Jinheon Baek , Wonyong Jeong , Jiongdao Jin , Jaehong Yoon , Sung Ju Hwang

The feasibility of physical-layer-based security approaches for wireless communications in the presence of one or more eavesdroppers is hampered by channel conditions. In this paper, cooperation is investigated as an approach to overcome…

信息论 · 计算机科学 2008-09-30 Lun Dong , Zhu Han , Athina P. Petropulu , H. Vincent Poor

This work considers distributed sensing and transmission of sporadic random samples. Lower bounds are derived for the reconstruction error of a single normally or uniformly-distributed finite-dimensional vector imperfectly measured by a…

信息论 · 计算机科学 2015-11-20 Ayşe Ünsal , Raymond Knopp

We study a gossip protocol called forwarding without repeating (FWR). The objective is to spread multiple rumors over a graph as efficiently as possible. FWR accomplishes this by having nodes record which messages they have forwarded to…

分布式、并行与集群计算 · 计算机科学 2012-08-15 Vincent Gripon , Vitaly Skachek , Michael Rabbat

In the first part of the paper, we have studied the computational privacy risks in distributed computing protocols against local or global dynamics eavesdroppers, and proposed a Privacy-Preserving-Summation-Consistent (PPSC) mechanism as a…

系统与控制 · 计算机科学 2019-02-20 Yang Liu , Junfeng Wu , Ian Manchester , Guodong Shi

Personalization in Federated Learning (FL) aims to modify a collaboratively trained global model according to each client. Current approaches to personalization in FL are at a coarse granularity, i.e. all the input instances of a client use…

机器学习 · 计算机科学 2024-02-13 Kunjal Panchal , Sunav Choudhary , Nisarg Parikh , Lijun Zhang , Hui Guan