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Serverless computing is a popular cloud computing paradigm, which requires low response latency to handle on-demand user requests. There are two prominent techniques employed for reducing the response latency: keep fully initialized…

分布式、并行与集群计算 · 计算机科学 2023-05-19 Yulin Sun , Deepak Vij , Fenge Li , Wenjian Guo , Ying Xiong

Understanding queuing dynamics of TCP is important for correct router buffer sizing as well as for optimizing the performance of the TCP protocol itself. However, modeling of buffer content dynamics under TCP has received relatively little…

网络与互联网体系结构 · 计算机科学 2011-05-09 Daniel Genin , Tassos Nakassis

Time-Sensitive Networking (TSN) enables the transmission of multiple traffic types within a single network. While the performance of high-priority traffic has been extensively studied in recent years, the performance of low-priority traffic…

网络与互联网体系结构 · 计算机科学 2025-02-11 Lisa Maile , Dominik Voitlein , Anna Arestova , Abdullah S. Alshra'a , Kai-Steffen J. Hielscher , Reinhard German

Recent studies have shown that skeletonization (pruning parameters) of networks \textit{at initialization} provides all the practical benefits of sparsity both at inference and training time, while only marginally degrading their…

计算机视觉与模式识别 · 计算机科学 2021-03-22 Pau de Jorge , Amartya Sanyal , Harkirat S. Behl , Philip H. S. Torr , Gregory Rogez , Puneet K. Dokania

The Transmission Control Protocol (TCP) utilizes congestion avoidance and control mechanisms as a preventive measure against congestive collapse and as an adaptive measure in the presence of changing network conditions. The set of available…

网络与互联网体系结构 · 计算机科学 2022-04-27 Gayane Vardoyan , C. V. Hollot , Don Towsley

Network traffic analysis increasingly uses complex machine learning models as the internet consolidates and traffic gets more encrypted. However, over high-bandwidth networks, flows can easily arrive faster than model inference rates. The…

网络与互联网体系结构 · 计算机科学 2024-10-25 Shinan Liu , Ted Shaowang , Gerry Wan , Jeewon Chae , Jonatas Marques , Sanjay Krishnan , Nick Feamster

We show how to establish TLS connections using one less round trip. In our approach, which we call TurboTLS, the initial client-to-server and server-to-client flows of the TLS handshake are sent over UDP rather than TCP. At the same time,…

密码学与安全 · 计算机科学 2024-07-16 Carlos Aguilar-Melchor , Thomas Bailleux , Jason Goertzen , Adrien Guinet , David Joseph , Douglas Stebila

Recently, end-to-end deep networks based stereo matching methods, mainly because of their performance, have gained popularity. However, this improvement in performance comes at the cost of increased computational and memory bandwidth…

计算机视觉与模式识别 · 计算机科学 2025-03-25 Rafia Rahim , Samuel Woerz , Andreas Zell

In this paper we propose and implement novel techniques for performance evaluation of web traffic (response time, response code, etc.), with no reassembly of the underlying TCP connection, which severely restricts the traffic analysis…

网络与互联网体系结构 · 计算机科学 2017-01-18 Carlos Vega , Paula Roquero , Javier Aracil

There are various TCP variants such as Reno, Tahoe, Vegas, SACK and so on. These variants implement algorithms that handle congestion control. In our experiments we have used these variants to measure their performance such as throughput,…

网络与互联网体系结构 · 计算机科学 2024-07-22 Mansukh Pamarath , Dweep Gogia

In data centers, the nature of the composite bursty traffic along with the small bandwidth-delay product and switch buffers lead to several congestion problems that are not handled well by traditional congestion control mechanisms such as…

网络与互联网体系结构 · 计算机科学 2020-12-02 Ahmed M. Abdelmoniem , Brahim Bensaou

The overwhelming majority of High Performance Computing (HPC) systems and server infrastructure uses Intel x86 processors. This makes an architectural analysis of these processors relevant for a wide audience of administrators and…

分布式、并行与集群计算 · 计算机科学 2020-09-14 Robert Schöne , Thomas Ilsche , Mario Bielert , Andreas Gocht , Daniel Hackenberg

Parallel Transport Control Protocol (TCP) has been used to effectively utilize bandwidth for data intensive applications over high Bandwidth-Delay Product (BDP) networks. On the other hand, it has been argued that, a single-based TCP…

网络与互联网体系结构 · 计算机科学 2016-09-07 Mohamed A. Alrshah , Mohamed Othman

Presented in this paper is the solution to the problem that arises when the TCP/IP protocol suite is used to provide Internet connectivity through mobile terminals over emerging 802.11 wireless links. Taking into consideration the strong…

网络与互联网体系结构 · 计算机科学 2011-12-12 Purvang Dalal , Nikhil Kothari , K. S. Dasgupta

In this work, we explore the performance of backpressure routing and scheduling for TCP flows over wireless networks. TCP and backpressure are not compatible due to a mismatch between the congestion control mechanism of TCP and the queue…

网络与互联网体系结构 · 计算机科学 2013-08-06 Hulya Seferoglu , Eytan Modiano

This paper presents and analyses the implementation of a novel active queue management (AQM) named FavorQueue that aims to improve delay transfer of short lived TCP flows over best-effort networks. The idea is to dequeue packets that do not…

网络与互联网体系结构 · 计算机科学 2015-03-19 Pascal Anelli , Remi Diana , Emmanuel Lochin

Reliable transport protocols such as TCP are tuned to perform well in traditional networks where packet losses occur mostly because of congestion. Many applications of wireless sensor networks are useful only when connected to an external…

网络与互联网体系结构 · 计算机科学 2010-06-15 S. Ganesh , R. Amutha

Serverless Large Language Models (LLMs) have emerged as a cost-effective solution for deploying AI services by enabling a 'pay-as-you-go' pricing model through GPU resource sharing. However, cold-start latency, especially the model loading…

分布式、并行与集群计算 · 计算机科学 2025-12-02 Wenbin Zhu , Zhaoyan Shen , Zili Shao , Hongjun Dai , Feng Chen

In heterogeneous networks (HetNets), load balancing among different tiers can be effectively achieved by a biased user association scheme with which each user chooses to associate with one base station (BS) based on the biased received…

网络与互联网体系结构 · 计算机科学 2017-01-05 Fancheng Kong , Xinghua Sun , Victor C. M. Leung , Hongbo Zhu

Spiking Neural Networks (SNNs) have gained significant research attention in the last decade due to their potential to drive resource-constrained edge devices. Though existing SNN accelerators offer high efficiency in processing sparse…

硬件体系结构 · 计算机科学 2024-09-04 Ruokai Yin , Youngeun Kim , Di Wu , Priyadarshini Panda