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The growing performance gap between multi-core CPUs and main memory necessitates hardware-aware software design paradigms. This study provides a comprehensive performance analysis of Data Oriented Design (DOD) versus the traditional…

Artificial Intelligence · Computer Science 2026-02-16 Gabriel M. Arantes , Giancarlo Lucca , Eduardo N. Borges , Richard F. Pinto , Bruno L. Dalmazo , Rafael A. Berri

In the resource allocation problem (RAP), the goal is to divide a given amount of resource over a set of activities while minimizing the cost of this allocation and possibly satisfying constraints on allocations to subsets of the…

Optimization and Control · Mathematics 2023-02-28 Martijn H. H. Schoot Uiterkamp , Marco E. T. Gerards , Johann L. Hurink

Large foundation models are becoming ubiquitous, but training them from scratch is prohibitively expensive. Thus, efficiently adapting these powerful models to downstream tasks is increasingly important. In this paper, we study a principled…

Eficient, physically-inspired descriptors of the structure and composition of molecules and materials play a key role in the application of machine-learning techniques to atomistic simulations. The proliferation of approaches, as well as…

Computational Physics · Physics 2020-12-11 Alexander Goscinski , Guillaume Fraux , Giulio Imbalzano , Michele Ceriotti

Functional dependencies and feature interactions in automotive software systems are a major source of erroneous and deficient behavior. To overcome these problems, many approaches exist that focus on modeling these functional dependencies…

Software Engineering · Computer Science 2017-08-30 Andreas Vogelsang , Steffen Fuhrmann

The use of high-level languages for designing hardware is gaining popularity since they increase design productivity by providing higher abstractions. However, one drawback of such abstraction level has been the difficulty of relating the…

Hardware Architecture · Computer Science 2020-09-01 Oriol Arcas-Abella , Abhinav Agarwal

Quantum computing systems rely on the principles of quantum mechanics to perform a multitude of computationally challenging tasks more efficiently than their classical counterparts. The architecture of software-intensive systems can empower…

Software Engineering · Computer Science 2023-03-23 Arif Ali Khan , Aakash Ahmad , Muhammad Waseem , Peng Liang , Mahdi Fahmideh , Tommi Mikkonen , Pekka Abrahamsson

With the advent of newly introduced programming models like Feature-Oriented Programming (FOP), we feel that it will be more flexible to include the new service invocation function into the service providing server as a Feature Module for…

Software Engineering · Computer Science 2012-08-21 Vishnuvardhan Mannava , T. Ramesh

Scientific problems that depend on processing large amounts of data require overcoming challenges in multiple areas: managing large-scale data distribution, co-placement and scheduling of data with compute resources, and storing and…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-06-24 Shantenu Jha , Judy Qiu , Andre Luckow , Pradeep Mantha , Geoffrey C. Fox

Software engineering activities in the Industry has come a long way with various improve- ments brought in various stages of the software development life cycle. The complexity of modern software, the commercial constraints and the…

Software Engineering · Computer Science 2016-09-08 R. Selvarani , T. R. Gopalakrishnan Nair , Muthu Ramachandran , Kamakshi Prasad

The Partitioned Global Address Space memory model has been popularised by a number of languages and applications. However this abstraction can often result in the programmer having to rely on some in built choices and with this implicit…

Programming Languages · Computer Science 2020-09-29 Nick Brown

We advocate a domain specific software development methodology for heterogeneous computing platforms such as Multicore CPUs, GPUs and FPGAs. We argue that three specific benefits are realised from adopting such an approach: portable,…

Computational Engineering, Finance, and Science · Computer Science 2014-08-22 Gordon Inggs , David Thomas , Wayne Luk

Software developers usually start coding an application with no formal architecture in mind and relying on intuition and experience instead of on well-known design patters. A different approach is recommended for the development of IoT…

Software Engineering · Computer Science 2020-03-18 Fabrizio Borelli , Gabriela Biondi , Flávio Horita , Carlos Kamienski

Many real world problems can be defined as optimisation problems in which the aim is to maximise an objective function. The quality of obtained solution is directly linked to the pertinence of the used objective function. However, designing…

Machine Learning · Computer Science 2012-04-24 Patrick Taillandier , Julien Gaffuri

Service-orientation is a promising paradigm that enables the engineering of large-scale distributed software systems using rigorous software development processes. The existing problem is that every service-oriented software development…

Software Engineering · Computer Science 2020-04-22 Mahdi Fahmideh , Mohsen Sharifi , Pooyan Jamshidi

To facilitate understanding the architecture of a software system, we developed SArF Map technique that visualizes software architecture from feature and layer viewpoints using a city metaphor. SArF Map visualizes implicit software features…

Software Engineering · Computer Science 2013-06-06 Kenichi Kobayashi , Manabu Kamimura , Keisuke Yano , Koki Kato , Akihiko Matsuo

Large language models have demonstrated great potential to assist programmers in generating code. For such human-AI pair programming scenarios, we empirically demonstrate that while generated code is most often evaluated in terms of their…

Software Engineering · Computer Science 2023-06-14 Victor Dibia , Adam Fourney , Gagan Bansal , Forough Poursabzi-Sangdeh , Han Liu , Saleema Amershi

A feature-oriented product line is a family of programs that share a common set of features. A feature implements a stakeholder's requirement, represents a design decision and configuration option and, when added to a program, involves the…

Software Engineering · Computer Science 2010-01-21 Sven Apel , Christian Kaestner , Armin Groesslinger , Christian Lengauer

Understanding micro-architectural behavior is profound in efficiently using hardware resources. Recent work has shown that, despite being aggressively optimized for modern hardware, in-memory online transaction processing (OLTP) systems…

Databases · Computer Science 2026-05-20 Utku Sirin , Anastasia Ailamaki

A large amount of numerically-oriented code is written and is being written in legacy languages. Much of this code could, in principle, make good use of data-parallel throughput-oriented computer architectures. Loo.py, a…

Programming Languages · Computer Science 2015-05-19 Andreas Klöckner