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The remarkable advancements in Deep Learning (DL) algorithms have fueled enthusiasm for using Artificial Intelligence (AI) technologies in almost every domain; however, the opaqueness of these algorithms put a question mark on their…

机器学习 · 计算机科学 2021-01-12 F. Hussain , R. Hussain , E. Hossain

Load balancers are pervasively used inside today's clouds to scalably distribute network requests across data center servers. Given the extensive use of load balancers and their associated operating costs, several efforts have focused on…

网络与互联网体系结构 · 计算机科学 2024-03-19 Tianyi Cui , Chenxingyu Zhao , Wei Zhang , Kaiyuan Zhang , Arvind Krishnamurthy

Thanks to recent advancements in the technology, eXtended Reality (XR) applications are gaining a lot of momentum, and they will surely become increasingly popular in the next decade. These new applications, however, require a step forward…

网络与互联网体系结构 · 计算机科学 2021-08-11 Mattia Lecci , Matteo Drago , Andrea Zanella , Michele Zorzi

We present IPU Trusted Extensions (ITX), a set of experimental hardware extensions that enable trusted execution environments in Graphcore's AI accelerators. ITX enables the execution of AI workloads with strong confidentiality and…

Motivation Network visualization is critical for effective communication in various fields of knowledge. Currently, a gap separates network manipulation from network visualization in programming environments. Users often export network data…

其他统计学 · 统计学 2024-09-30 Danilo Oliveira Imparato , João Vitor F. Cavalcante , Rodrigo J. S. Dalmolin

The support of artificial intelligence (AI) based decision-making is a key element in future 6G networks, where the concept of native AI will be introduced. Moreover, AI is widely employed in different critical applications such as…

人工智能 · 计算机科学 2025-04-08 Abdul Karim Gizzini , Yahia Medjahdi , Ali J. Ghandour , Laurent Clavier

The introduction of silicon chipsets with the capability of processing incoming optical packet traffic, creates a new generation of packet-optical nodes, the whiteboxes. Their inherent functionality of carrying pluggable coherent…

网络与互联网体系结构 · 计算机科学 2025-02-05 Constantine A. Kyriakopoulos

The fast pace at which new online services emerge leads to a rapid surge in the volume of network traffic. A recent approach that the research community has proposed to tackle this issue is in-network computing, which means that network…

网络与互联网体系结构 · 计算机科学 2024-11-11 Klajd Zyla , Marco Liess , Thomas Wild , Andreas Herkersdorf

Programmable data planes allow users to define their own data plane algorithms for network devices including appropriate data plane application programming interfaces (APIs) which may be leveraged by user-defined software-defined networking…

网络与互联网体系结构 · 计算机科学 2023-01-18 Frederik Hauser , Marco Häberle , Daniel Merling , Steffen Lindner , Vladimir Gurevich , Florian Zeiger , Reinhard Frank , Michael Menth

Shared memory multiprocessors come back to popularity thanks to rapid spreading of commodity multi-core architectures. As ever, shared memory programs are fairly easy to write and quite hard to optimise; providing multi-core programmers…

分布式、并行与集群计算 · 计算机科学 2009-09-10 Marco Aldinucci , Massimo Torquati , Massimiliano Meneghin

QUIC is a recent transport protocol that provides reliable, secure and quick service on top of UDP in the internet. As QUIC is implemented in the application space rather than in the operating system's kernel, it is more efficient to…

网络与互联网体系结构 · 计算机科学 2019-03-12 Abdullah Rasool , Greg Alpár , Joeri de Ruiter

To harness the potential of advanced computing technologies, efficient (real time) analysis of large amounts of data is as essential as are front-line simulations. In order to optimise this process, experts need to be supported by…

分布式、并行与集群计算 · 计算机科学 2018-07-03 Jovana Knežević , Ralf-Peter Mundani , Ernst Rank

The use of reconfigurable computing, and FPGAs in particular, has strong potential in the field of High Performance Computing (HPC). However the traditionally high barrier to entry when it comes to programming this technology has, until…

分布式、并行与集群计算 · 计算机科学 2020-10-02 Nick Brown

Protecting sensitive information in data-driven collaborations, such as AI training, while meeting the diverse requirements of multiple mutually distrusted stakeholders, is both crucial and challenging. This paper presents Styx, a novel…

密码学与安全 · 计算机科学 2026-04-07 Shixuan Zhao , Weicheng Wang , Ninghui Li , Zhiqiang Lin

Recent progress in advanced driver assistance systems and the race towards autonomous vehicles is mainly driven by two factors: (1) increasingly sophisticated algorithms that interpret the environment around the vehicle and react…

计算机视觉与模式识别 · 计算机科学 2017-04-04 Marius Cordts , Timo Rehfeld , Lukas Schneider , David Pfeiffer , Markus Enzweiler , Stefan Roth , Marc Pollefeys , Uwe Franke

Distributed memory programming is the established paradigm used in high-performance computing (HPC) systems, requiring explicit communication between nodes and devices. When FPGAs are deployed in distributed settings, communication is…

分布式、并行与集群计算 · 计算机科学 2020-08-07 Tiziano De Matteis , Johannes de Fine Licht , Jakub Beránek , Torsten Hoefler

Developing software to undertake complex, compute-intensive scientific processes requires a challenging combination of both specialist domain knowledge and software development skills to convert this knowledge into efficient code. As…

分布式、并行与集群计算 · 计算机科学 2013-09-05 Jeremy Cohen , Chris Cantwell , Neil Chue Hong , David Moxey , Malcolm Illingworth , Andrew Turner , John Darlington , Spencer Sherwin

Nowadays, deep neural networks are widely used in mission critical systems such as healthcare, self-driving vehicles, and military which have direct impact on human lives. However, the black-box nature of deep neural networks challenges its…

计算机视觉与模式识别 · 计算机科学 2020-06-24 Arun Das , Paul Rad

When components of a system exchange data, they need to serialise the data so that it can be sent over the network. Then, the recipient has to deserialise the data in order to be able to process it. These steps take time and have an impact…

编程语言 · 计算机科学 2025-04-30 Arthur Jamet , Michael Vollmer

As Integrated Development Environments (IDEs) increasingly integrate Artificial Intelligence, Software Engineering faces both benefits like productivity gains and challenges like mismatched user preferences. We propose Hyper-Dimensional…

软件工程 · 计算机科学 2025-01-07 Roham Koohestani , Maliheh Izadi