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Manycore SoC architectures based on on-chip shared memory are preferred for flexible and programmable solutions in many application domains. However, the development of many ported memory is becoming increasingly challenging as we approach…

硬件体系结构 · 计算机科学 2020-10-20 Hao Luan , Alan Gatherer

Machine Learning (ML) techniques, such as Neural Network, are widely used in today's applications. However, there is still a big gap between the current ML systems and users' requirements. ML systems focus on improving the performance of…

机器学习 · 计算机科学 2017-11-28 Jianxin Zhao , Richard Mortier , Jon Crowcroft , Liang Wang

Machine learning (ML) empowers biomedical systems with the capability to optimize their performance through modeling of the available data extremely well, without using strong assumptions about the modeled system. Especially in nano-scale…

Machine learning (ML) and artificial intelligence (AI) have become hot topics in many information processing areas, from chatbots to scientific data analysis. At the same time, there is uncertainty about the possibility of extending…

人工智能 · 计算机科学 2018-06-08 Abel Torres Montoya

Object orientation has become the predominant paradigm for conceptual modeling (e.g., UML), where the notions of class and object form the primitive building blocks of thought. Classes act as templates for objects that have attributes and…

软件工程 · 计算机科学 2021-06-02 Sabah Al-Fedaghi

Models are fundamentally crucial to many scientific fields, including software engineering, systems engineering, enterprise modeling, and business modeling. This paper focuses on diagrammatic conceptual modeling, as opposed to mathematical…

软件工程 · 计算机科学 2021-10-28 Sabah Al-Fedaghi , Mahdi Modhaffar

The application of machine learning (ML) in computer systems introduces not only many benefits but also risks to society. In this paper, we develop the concept of ML governance to balance such benefits and risks, with the aim of achieving…

密码学与安全 · 计算机科学 2021-09-23 Varun Chandrasekaran , Hengrui Jia , Anvith Thudi , Adelin Travers , Mohammad Yaghini , Nicolas Papernot

The Unified Modeling Language (UML) is rapidly emerging as a de-facto standard for modelling OO systems. Given this role, it is imperative that the UML have a well- defined, fully explored semantics. Such semantics is required in order to…

软件工程 · 计算机科学 2014-09-25 Andy Evans , Robert France , Kevin Lano , Bernhard Rumpe

Manycore System-on-Chip include an increasing amount of processing elements and have become an important research topic for improvements of both hardware and software. While research can be conducted using system simulators, prototyping…

硬件体系结构 · 计算机科学 2013-04-19 Stefan Wallentowitz , Philipp Wagner , Michael Tempelmeier , Thomas Wild , Andreas Herkersdorf

Design of large software systems requires rigorous application of software engineering methods covering all phases of the software process. Debugging during the early design phases is extremely important, because late bug-fixes are…

软件工程 · 计算机科学 2007-05-23 Johann Schumann

Abstract. Matching logic cannot handle concurrency. We introduce concurrent matching logic (CML) to reason about fault-free partial correctness of shared-memory concurrent programs. We also present a soundness proof for concurrent matching…

计算机科学中的逻辑 · 计算机科学 2021-09-02 Shangbei Wang

Due to recent advances - compute, data, models - the role of learning in autonomous systems has expanded significantly, rendering new applications possible for the first time. While some of the most significant benefits are obtained in the…

机器学习 · 统计学 2018-06-18 Markus Wulfmeier

While the applications and demands of Machine learning (ML) systems in mental health are growing, there is little discussion nor consensus regarding a uniquely challenging aspect: building security methods and requirements into these ML…

计算机与社会 · 计算机科学 2020-08-19 Helen Jiang , Erwen Senge

With the market competition aggravating, it becomes necessary for market players to adopt a business model which can adopt dynamic business changes. Any enterprise has the possibility to win in the competition only when it forms the…

软件工程 · 计算机科学 2013-02-26 Ashish Seth , Himanshu Agarwal , Ashim Raj Singla

Microprocessor roadmaps clearly show a trend towards multiple core CPUs. Modern operating systems already make use of these CPU architectures by distributing tasks between processing cores thereby increasing system performance. This review…

软件工程 · 计算机科学 2016-09-08 M. Vaidehi , T. R. Gopalakrishnan Nair

While climate models provide insights for climate decision-making, their use is constrained by significant computational and technical demands. Although machine learning (ML) emulators offer a way to bypass the high computational costs,…

机器学习 · 计算机科学 2026-03-25 Luca Schmidt , Nina Effenberger

The increasing demand for electronics is driving shorter development cycles for application-specific integrated circuits (ASICs). To meet these constraints, hardware designers emphasize reusability and modularity of IP blocks, leveraging…

硬件体系结构 · 计算机科学 2025-02-05 Risto Pejašinović , Alessandro Caratelli , Anvesh Nookala , Benoît Walter Denkinger , Marco Andorno

Network-on-Chips (NoCs) have been widely employed in the design of multiprocessor system-on-chips (MPSoCs) as a scalable communication solution. NoCs enable communications between on-chip Intellectual Property (IP) cores and allow those…

硬件体系结构 · 计算机科学 2022-11-07 Simran Preet Kaur , Manojit Ghose , Ananya Pathak , Rutuja Patole

Over the last decade, the long-running endeavour to automate high-level processes in machine learning (ML) has risen to mainstream prominence, stimulated by advances in optimisation techniques and their impact on selecting ML…

机器学习 · 计算机科学 2022-03-30 David Jacob Kedziora , Katarzyna Musial , Bogdan Gabrys

One of the pillars of any machine learning model is its concepts. Using software engineering, we can engineer these concepts and then develop and expand them. In this article, we present a SELM framework for Software Engineering of machine…

软件工程 · 计算机科学 2021-03-23 Nafiseh Jafari , Mohammad Reza Besharati , Mohammad Izadi , Maryam Hourali