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Training multi-layer Graph Convolution Networks (GCN) using standard SGD techniques scales poorly as each descent step ends up updating node embeddings for a large portion of the graph. Recent attempts to remedy this sub-sample the graph…

机器学习 · 计算机科学 2022-04-05 S Deepak Narayanan , Aditya Sinha , Prateek Jain , Purushottam Kar , Sundararajan Sellamanickam

Coded Caching is a promising solution to reduce the peak traffic in broadcast networks by prefetching the popular content close to end users and using coded transmissions. One of the chief issues of most coded caching schemes in literature…

信息论 · 计算机科学 2019-02-26 Hari Hara Suthan Chittoor , Bhavana M , Prasad Krishnan

Coded caching leverages the differences in user cache memories to achieve gains that scale with the total cache size, alleviating network congestion due to high-quality content requests. Additionally, distributing transmitters over a wide…

信息论 · 计算机科学 2025-05-05 Kagan Akcay , Eleftherios Lampiris , MohammadJavad Salehi , Giuseppe Caire

Last-level cache (LLC) partitioning is a technique to provide temporal isolation and low worst-case latency (WCL) bounds when cores access the shared LLC in multicore safety-critical systems. A typical approach to cache partitioning…

硬件体系结构 · 计算机科学 2022-04-05 Zhuanhao Wu , Hiren Patel

This paper addresses the problem of exponentially increasing sub-packetization with the number of users in a centralized coded caching system by introducing a new coded caching scheme inspired by the symmetric neighboring consecutive side…

信息论 · 计算机科学 2020-09-24 Anjana A. Mahesh , B. Sundar Rajan

Compute Express Link (CXL) emerges as a solution for wide gap between computational speed and data communication rates among host and multiple devices. It fosters a unified and coherent memory space between host and CXL storage devices such…

While next-generation wireless communication networks intend leveraging edge caching for enhanced spectral efficiency, quality of service, end-to-end latency, content sharing cost, etc., several aspects of it are yet to be addressed to make…

网络与互联网体系结构 · 计算机科学 2020-09-17 Md Ferdous Pervej , Le Thanh Tan , Rose Qingyang Hu

We consider models of content delivery networks in which the servers are constrained by two main resources: memory and bandwidth. In such systems, the throughput crucially depends on how contents are replicated across servers and how the…

性能 · 计算机科学 2018-01-10 Arpan Mukhopadhyay , Nidhi Hegde , Marc Lelarge

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

In this letter, we investigate the problem of joint content caching and routing in satellite-terrestrial edge computing networks (STECNs) to improve caching service for geographically distributed users. To handle the challenges arising from…

网络与互联网体系结构 · 计算机科学 2025-08-25 Yuhao Zheng , Ting You , Kejia Peng , Chang Liu

We propose a new caching scheme where linear combinations of the file segments are cached at the users, for the cases where the number of files is no greater than the number of users. When a user requests a certain file in the delivery…

信息论 · 计算机科学 2016-05-02 Chao Tian , Jun Chen

Caching popular contents at the edge of the network can positively impact the performance and future sustainability of wireless networks in several ways, e.g., end-to-end access delay reduction and peak rate increase. In this paper, we aim…

信息论 · 计算机科学 2017-03-21 Marco Maso , Italo Atzeni , Imène Ghamnia , Ejder Baştuğ , Mérouane Debbah

The Named Data Networking (NDN) and Content-Centric Networking (CCN) architectures advocate Interest aggregation as a means to reduce end-to-end latency and bandwidth consumption. To enable these benefits, Interest aggregation must be…

网络与互联网体系结构 · 计算机科学 2016-03-28 Ali Dabirmoghaddam , Mostafa Dehghan , J. J. Garcia-Luna-Aceves

We study the problem of coded caching with nonuniform file popularity under the setting where the popularity distribution is initially unknown. By reframing the problem, we propose a method inspired by an algorithm from the…

密码学与安全 · 计算机科学 2026-03-10 Mohammadsaber Bahadori , Seyed Pooya Shariatpanahi , Behnam Bahrak

In this paper, we investigate for the first time the benefits of wireless caching for the physical layer security (PLS) of wireless networks. In particular, a caching scheme enabling power-efficient PLS is proposed for cellular video…

信息论 · 计算机科学 2016-12-06 Lin Xiang , Derrick Wing Kwan Ng , Robert Schober , Vincent W. S. Wong

With files proactively stored at base stations (BSs), mobile edge caching enables direct content delivery without remote file fetching, which can reduce the end-to-end delay while relieving backhaul pressure. To effectively utilize the…

网络与互联网体系结构 · 计算机科学 2017-10-25 Shan Zhang , Peter He , Katsuya Suto , Peng Yang , Lian Zhao , Xuemin , Shen

Caching is widely used in industry to improve application performance by reducing data-access latency and taking the load off the backend infrastructure. TTLs have become the de-facto mechanism used to keep cached data reasonably fresh…

操作系统 · 计算机科学 2024-12-31 Ziming Mao , Rishabh Iyer , Scott Shenker , Ion Stoica

The capacity of caching networks has received considerable attention in the past few years. A particularly studied setting is the shared link caching network, in which a single source with access to a file library communicates with multiple…

信息论 · 计算机科学 2015-11-25 Mingyue Ji , Antonia Tulino , Jaime Llorca , Giuseppe Caire

Our paper presents solutions that can significantly improve the delay performance of putting and retrieving data in and out of cloud storage. We first focus on measuring the delay performance of a very popular cloud storage service Amazon…

网络与互联网体系结构 · 计算机科学 2013-11-04 Guanfeng Liang , Ulas C. Kozat

In this paper, we investigate a cache updating system with a server containing $N$ files, $K$ relays and $M$ users. The server keeps the freshest versions of the files which are updated with fixed rates. Each relay can download the fresh…

信息论 · 计算机科学 2020-12-29 Haibin Xie , Minquan Cheng , Yongbing Zhang
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