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There is a great diversity of clustering and community detection algorithms, which are key components of many data analysis and exploration systems. To the best of our knowledge, however, there does not exist yet any uniform benchmarking…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-04 Artem Lutov , Mourad Khayati , Philippe Cudré-Mauroux

The need for performance measurement tools appeared soon after the emergence of the first Object-Oriented Database Management Systems (OODBMSs), and proved important for both designers and users (Atkinson \& Maier, 1990). Performance…

Databases · Computer Science 2017-01-27 Jerome Darmont

Benchmark data sets are a cornerstone of machine learning development and applications, ensuring new methods are robust, reliable and competitive. The relative rarity of benchmark sets in computational science, due to the uniqueness of the…

Machine Learning · Computer Science 2025-07-01 Amanda S Barnard

Over the past decade, Internet centralization and its implications for both people and the resilience of the Internet has become a topic of active debate. While the networking community informally agrees on the definition of centralization,…

Networking and Internet Architecture · Computer Science 2025-04-29 Gautam Akiwate , Kimberly Ruth , Rumaisa Habib , Zakir Durumeric

This report presents the design of the Scope infrastructure for extensible and portable benchmarking. Improvements in high- performance computing systems rely on coordination across different levels of system abstraction. Developing and…

Performance · Computer Science 2018-09-25 Carl Pearson , Abdul Dakkak , Cheng Li , Sarah Hashash , Jinjun Xiong , Wen-mei Hwu

We talk of the internet as digital infrastructure; but we leave the building of rails and roads to the quasi-monopolistic platform providers. Decentralised architectures provide a number of advantages: They are potentially more inclusive…

Computers and Society · Computer Science 2026-02-04 Yvonne Dittrich , Kim Peiter Jørgensen , Ravi Prakash , Willard Rafnsson , Jonas Kastberg Hinrichsen

To optimally deploy their applications, users of Infrastructure-as-a-Service clouds are required to evaluate the costs and performance of different combinations of cloud configurations to find out which combination provides the best service…

Software Engineering · Computer Science 2014-08-21 Joel Scheuner , Philipp Leitner , Jurgen Cito , Harald Gall

Content-Centric Networking (CCN) offers a novel architectural paradigm that seeks to address the inherent limitations of the prevailing Internet Protocol (IP)-based networking model. In contrast to the host-centric communication approach of…

Networking and Internet Architecture · Computer Science 2025-08-05 Azadeh Sadat Miraftab , Ahmadreza Montazerolghaem , Behrad Mahboobi

Software vulnerabilities can have serious consequences, which is why many techniques have been proposed to defend against them. Among these, vulnerability detection techniques are a major area of focus. However, there is a lack of a…

Software Engineering · Computer Science 2023-03-30 Yingzhou Bi , Jiangtao Huang , Penghui Liu , Lianmei Wang

Complex networks are a powerful modeling tool, allowing the study of countless real-world systems. They have been used in very different domains such as computer science, biology, sociology, management, etc. Authors have been trying to…

Social and Information Networks · Computer Science 2014-02-04 Burcu Kantarcı , Vincent Labatut

Monitoring network traffic to identify content, services, and applications is an active research topic in network traffic control systems. While modern firewalls provide the capability to decrypt packets, this is not appealing for privacy…

Networking and Internet Architecture · Computer Science 2021-06-25 Niloofar Bayat , Weston Jackson , Derrick Liu

There is a rapid increase in the size of data centres (DCs) used to provide cloud computing services. It is commonly agreed that not all properties in the middleware that manages DCs will scale linearly with the number of components.…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-05-14 Ilango Sriram

The paper introduces PDSP-Bench, a novel benchmarking system designed for a systematic understanding of performance of parallel stream processing in a distributed environment. Such an understanding is essential for determining how Stream…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-16 Pratyush Agnihotri , Boris Koldehofe , Roman Heinrich , Carsten Binnig , Manisha Luthra

We introduce Deep500: the first customizable benchmarking infrastructure that enables fair comparison of the plethora of deep learning frameworks, algorithms, libraries, and techniques. The key idea behind Deep500 is its modular design,…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-06-14 Tal Ben-Nun , Maciej Besta , Simon Huber , Alexandros Nikolaos Ziogas , Daniel Peter , Torsten Hoefler

Domain Name System (DNS) is a hierarchical distributed naming system for computers, services, or any resource connected to the Internet. A DNS resolves queries for URLs into IP addresses for the purpose of locating computer services and…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-09 Altan Cakir , Yousef Alkhanafseh , Esra Karabiyik , Erhan Kurubas , Rabia Burcu Bunyak , Cenk Anil Bahcevan

Datasets of labeled network traces are essential for a multitude of machine learning (ML) tasks in networking, yet their availability is hindered by privacy and maintenance concerns, such as data staleness. To overcome this limitation,…

Networking and Internet Architecture · Computer Science 2023-10-13 Xi Jiang , Shinan Liu , Aaron Gember-Jacobson , Arjun Nitin Bhagoji , Paul Schmitt , Francesco Bronzino , Nick Feamster

In the last decade we have witnessed a rapid growth in data center systems, requiring new and highly complex networking devices. The need to refresh networking infrastructure whenever new protocols or functions are introduced, and the…

Hardware Architecture · Computer Science 2016-12-19 Jong Hun Han , Noa Zilberman , Bjoern A. Zeeb , Andreas Fiessler , Andrew W. Moore

Applications requiring real-time processing of large volumes of data have been the main driver for rethinking the traditional cloud, giving rise to novel cloud models. Distributed cloud (DC) is a model that allows users to dynamically…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-06 Tamara Ranković , Mateja Rilak , Janko Rakonjac , Miloš Simić

Catalyzed by the popularity of blockchain technology, there has recently been a renewed interest in the design, implementation and evaluation of decentralized systems. Most of these systems are intended to be deployed at scale and in…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-12 Martijn de Vos , Georgy Ishmaev , Johan Pouwelse , Stefanie Roos

Benchmarking has long served as a foundational practice in machine learning and, increasingly, in modern AI systems such as large language models, where shared tasks, metrics, and leaderboards offer a common basis for measuring progress and…

Artificial Intelligence · Computer Science 2026-02-16 Philip Waggoner