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Peer-to-peer deep learning algorithms are enabling distributed edge devices to collaboratively train deep neural networks without exchanging raw training data or relying on a central server. Peer-to-Peer Learning (P2PL) and other algorithms…

机器学习 · 计算机科学 2023-12-22 Srinivasa Pranav , José M. F. Moura

On-demand video accounts for the majority of wireless data traffic. Video distribution schemes based on caching combined with device-to-device (D2D) communications promise order-of-magnitude greater spectral efficiency for video delivery,…

网络与互联网体系结构 · 计算机科学 2019-05-17 Ming-Chun Lee , Mingyue Ji , Andreas F. Molisch , Nishanth Sastry

Mobile Crowdsourcing is a promising service paradigm utilizing ubiquitous mobile devices to facilitate largescale crowdsourcing tasks (e.g. urban sensing and collaborative computing). Many applications in this domain require…

网络与互联网体系结构 · 计算机科学 2017-01-10 Cong Zhao , Shusen Yang , Xinyu Yang , Julie McCann

Resource pooling in ad hoc networks deals with accumulating computing and network resources to implement network control schemes such as routing, congestion, traffic management, and so on. Pooling of resources can be accomplished using the…

网络与互联网体系结构 · 计算机科学 2017-07-12 Seema B Hegde , B. Sathish babu , Pallapa Venkatram

The rapid development of the mobile Internet and the Internet of Things is leading to a diversification of user devices and the emergence of new mobile applications on a regular basis. Such applications include those that are…

计算工程、金融与科学 · 计算机科学 2024-08-13 Xirui Tang , Zeyu Wang , Xiaowei Cai , Honghua Su , Changsong Wei

We study the optimal geographic content placement problem for device-to-device (D2D) networks in which the content popularity follows the Zipf law. We consider a D2D caching model where the locations of the D2D users (caches) are modeled by…

信息论 · 计算机科学 2016-11-15 Derya Malak , Mazin Al-Shalash , Jeffrey G. Andrews

Exploiting cognition to the cache-enabled device-to-device (D2D) communication underlaying the multi-channel cellular network is the main focus of this paper. D2D pairs perform direct communications via sensing the available cellular…

信息论 · 计算机科学 2016-07-26 Chenchen Yang , Xingya Zhao , Yao Yao , Bin Xia

In this work we propose a computational scheme inspired by the workings of human cognition. We embed some fundamental aspects of the human cognitive system into this scheme in order to obtain a minimization of computational resources and…

物理与社会 · 物理学 2015-03-20 Daniel Borkmann , Andrea Guazzini , Emanuele Massaro , Stefan Rudolph

Beyond 5G networks are expected to support massive traffic through decentralized solutions and advanced networking mechanisms. This paper aims at contributing towards this vision through the integration of device-centric wireless networks,…

网络与互联网体系结构 · 计算机科学 2020-12-24 Baldomero Coll-Perales , Loreto Pescosolido , Javier Gozalvez , Andrea Passarella , Marco Conti

Feature norm datasets of human conceptual knowledge, collected in surveys of human volunteers, yield highly interpretable models of word meaning and play an important role in neurolinguistic research on semantic cognition. However, these…

计算与语言 · 计算机科学 2019-09-02 Steven Derby , Paul Miller , Barry Devereux

We introduce a novel wireless device-to-device (D2D) collaboration architecture that exploits distributed storage of popular content to enable frequency reuse. We identify a fundamental conflict between collaboration distance and…

信息论 · 计算机科学 2012-06-01 Negin Golrezaei , Alexandros G. Dimakis , Andreas F. Molisch

Decentralized learning enables serverless training of deep neural networks (DNNs) in a distributed manner on multiple nodes. This allows for the use of large datasets, as well as the ability to train with a wide variety of data sources.…

机器学习 · 计算机科学 2024-02-27 Deepak Ravikumar , Gobinda Saha , Sai Aparna Aketi , Kaushik Roy

This paper contains description of such knowledge representation model as Object-Oriented Dynamic Network (OODN), which gives us an opportunity to represent knowledge, which can be modified in time, to build new relations between objects…

人工智能 · 计算机科学 2015-10-15 Dmytro Terletskyi , Alexandr Provotar

Understanding how humans would behave during hand-object interaction is vital for applications in service robot manipulation and extended reality. To achieve this, some recent works have been proposed to simultaneously forecast hand…

计算机视觉与模式识别 · 计算机科学 2025-11-17 Junyi Ma , Jingyi Xu , Xieyuanli Chen , Hesheng Wang

Device-to-device (D2D) communication is an effective technology enhancing spectral efficiency and network throughput of contemporary cellular networks. Typically, the users exploiting D2D reuse the same radio resources as common cellular…

信息论 · 计算机科学 2017-11-07 Pavel Mach , Zdenek Becvar

We introduce a new and increasingly relevant setting for distributed optimization in machine learning, where the data defining the optimization are distributed (unevenly) over an extremely large number of \nodes, but the goal remains to…

机器学习 · 计算机科学 2015-11-12 Jakub Konečný , Brendan McMahan , Daniel Ramage

The current Internet design is not capable to support communications in environments characterized by very long delays and frequent network partitions. To allow devices to communicate in such environments, delay-tolerant networking…

网络与互联网体系结构 · 计算机科学 2014-08-04 Waldir Moreira , Paulo Mendes

Caching popular content at mobile devices, accompanied by device-to-device (D2D) communications, is one promising technology for effective mobile content delivery. User mobility is an important factor when investigating such networks, which…

信息论 · 计算机科学 2018-06-12 Rui Wang , Jun Zhang , S. H. Song , Khaled B. Letaief

Onboard intelligent processing is widely applied in emergency tasks in the field of remote sensing. However, it is predominantly confined to an individual platform with a limited observation range as well as susceptibility to interference,…

计算机视觉与模式识别 · 计算机科学 2023-09-06 Zhechao Wang , Peirui Cheng , Shujing Duan , Kaiqiang Chen , Zhirui Wang , Xinming Li , Xian Sun

In the next generation cellular networks, device-to-device (D2D) communication is already considered a fundamental feature. A problem of multi-hop D2D networks is on how to define forwarding algorithms that achieve, at the same time, high…

网络与互联网体系结构 · 计算机科学 2017-08-16 Ivan O. Nunes , Clayson Celes , Pedro O. S. Vaz de Melo , Antonio A. F. Loureiro