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Neuromorphic computing shows promise for advancing computing efficiency and capabilities of AI applications using brain-inspired principles. However, the neuromorphic research field currently lacks standardized benchmarks, making it…

Artificial Intelligence · Computer Science 2025-01-16 Jason Yik , Korneel Van den Berghe , Douwe den Blanken , Younes Bouhadjar , Maxime Fabre , Paul Hueber , Weijie Ke , Mina A Khoei , Denis Kleyko , Noah Pacik-Nelson , Alessandro Pierro , Philipp Stratmann , Pao-Sheng Vincent Sun , Guangzhi Tang , Shenqi Wang , Biyan Zhou , Soikat Hasan Ahmed , George Vathakkattil Joseph , Benedetto Leto , Aurora Micheli , Anurag Kumar Mishra , Gregor Lenz , Tao Sun , Zergham Ahmed , Mahmoud Akl , Brian Anderson , Andreas G. Andreou , Chiara Bartolozzi , Arindam Basu , Petrut Bogdan , Sander Bohte , Sonia Buckley , Gert Cauwenberghs , Elisabetta Chicca , Federico Corradi , Guido de Croon , Andreea Danielescu , Anurag Daram , Mike Davies , Yigit Demirag , Jason Eshraghian , Tobias Fischer , Jeremy Forest , Vittorio Fra , Steve Furber , P. Michael Furlong , William Gilpin , Aditya Gilra , Hector A. Gonzalez , Giacomo Indiveri , Siddharth Joshi , Vedant Karia , Lyes Khacef , James C. Knight , Laura Kriener , Rajkumar Kubendran , Dhireesha Kudithipudi , Shih-Chii Liu , Yao-Hong Liu , Haoyuan Ma , Rajit Manohar , Josep Maria Margarit-Taulé , Christian Mayr , Konstantinos Michmizos , Dylan R. Muir , Emre Neftci , Thomas Nowotny , Fabrizio Ottati , Ayca Ozcelikkale , Priyadarshini Panda , Jongkil Park , Melika Payvand , Christian Pehle , Mihai A. Petrovici , Christoph Posch , Alpha Renner , Yulia Sandamirskaya , Clemens JS Schaefer , André van Schaik , Johannes Schemmel , Samuel Schmidgall , Catherine Schuman , Jae-sun Seo , Sadique Sheik , Sumit Bam Shrestha , Manolis Sifalakis , Amos Sironi , Kenneth Stewart , Matthew Stewart , Terrence C. Stewart , Jonathan Timcheck , Nergis Tömen , Gianvito Urgese , Marian Verhelst , Craig M. Vineyard , Bernhard Vogginger , Amirreza Yousefzadeh , Fatima Tuz Zohora , Charlotte Frenkel , Vijay Janapa Reddi

The serverless computing ecosystem is growing due to interest by software engineers. Beside Function-as-a-Service (FaaS) and Backend-as-a-Service (BaaS) systems, developer-oriented tools such as deployment and debugging frameworks as well…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-14 Josef Spillner

The function-as-a-service (FaaS) paradigm is envisioned as the next generation of cloud computing systems that mitigate the burden for cloud-native application developers by abstracting them from cloud resource management. However, it does…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-21 Pawissanutt Lertpongrujikorn , Mohsen Amini Salehi

Cross-device Federated Analytics (FA) is a distributed computation paradigm designed to answer analytics queries about and derive insights from data held locally on users' devices. On-device computations combined with other privacy and…

Data integration is a long-standing interest of the data management community and has many disparate applications, including business, science and government. We have recently witnessed impressive results in specific data integration tasks,…

This paper presents and justifies an open benchmark suite named BEEBS, targeted at evaluating the energy consumption of embedded processors. We explore the possible sources of energy consumption, then select individual benchmarks from…

Performance · Computer Science 2013-10-01 James Pallister , Simon Hollis , Jeremy Bennett

"AI as a Service" (AIaaS) is a rapidly growing market, offering various plug-and-play AI services and tools. AIaaS enables its customers (users) - who may lack the expertise, data, and/or resources to develop their own systems - to easily…

Machine Learning · Computer Science 2023-02-06 Kornel Lewicki , Michelle Seng Ah Lee , Jennifer Cobbe , Jatinder Singh

5G is being designed as a common platform where multiple vertical applications will be able to co-exist and grow in a seamless manner. The diversity of the vertical requirements as well as the particular features of the 5G network itself,…

Signal Processing · Electrical Eng. & Systems 2020-02-19 Orestes Manzanilla-Salazar , Victor Boutin , Hakim Mellah , Constant Wetté , Brunilde Sansò

Cloud computing has established itself as the support for the vast majority of emerging technologies, mainly due to the characteristic of elasticity it offers. Auto-scalers are the systems that enable this elasticity by acquiring and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-24 Víctor Rampérez , Javier Soriano , David Lizcano , Juan A. Lara

In web analytics, cloud-based solutions have limitations in data ownership and privacy, whereas client-side user tracking tools face challenges such as data accuracy and a lack of server-side metrics. This paper presents the Combined…

Human-Computer Interaction · Computer Science 2025-04-01 Özkan Canay , Ümit Kocabıçak

Making serverless computing widely applicable requires detailed performance understanding. Although contemporary benchmarking approaches exist, they report only coarse results, do not apply distributed tracing, do not consider asynchronous…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-17 Joel Scheuner , Simon Eismann , Sacheendra Talluri , Erwin van Eyk , Cristina Abad , Philipp Leitner , Alexandru Iosup

Developments in the context of Open, Big, and Linked Data have led to an enormous growth of structured data on the Web. To keep up with the pace of efficient consumption and management of the data at this rate, many data Management…

Serverless computing, also referred to as Function-as-a-Service (FaaS), is a cloud computing model that has attracted significant attention and has been widely adopted in recent years. The serverless computing model offers an intuitive,…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-10 Michail Tsenos , Aristotelis Peri , Vana Kalogeraki

For web agents to be practically useful, they must adapt to the continuously evolving web environment characterized by frequent updates to user interfaces and content. However, most existing benchmarks only capture the static aspects of the…

Computation and Language · Computer Science 2024-07-17 Yichen Pan , Dehan Kong , Sida Zhou , Cheng Cui , Yifei Leng , Bing Jiang , Hangyu Liu , Yanyi Shang , Shuyan Zhou , Tongshuang Wu , Zhengyang Wu

Federated Learning (FL) enables collaborative training while preserving privacy, yet it introduces a critical challenge: the "illusion of fairness''. A global model, usually evaluated on the server, appears fair on average while keeping…

Machine Learning · Computer Science 2026-05-12 Xenia Heilmann , Luca Corbucci , Mattia Cerrato , Anna Monreale

Cryptographic operations are an essential component of cloud security architectures; their comprehensive performance characterization across different cloud services, hardware architectures, and programming language implementations remains…

Cryptography and Security · Computer Science 2026-05-26 Jeremiah L. Webb , Laxima Niure Kandel , Deepti Gupta , Lavanya Elluri

Benchmarks are essential for unified evaluation and reproducibility. The rapid rise of Artificial Intelligence for Software Engineering (AI4SE) has produced numerous benchmarks for tasks such as code generation and bug repair. However, this…

Software Engineering · Computer Science 2025-12-15 Roham Koohestani , Philippe de Bekker , Begüm Koç , Maliheh Izadi

Evaluation in empirical computer science is essential to show progress and assess technologies developed. Several research domains such as information retrieval have long relied on systematic evaluation to measure progress: here, the…

In the service landscape, the issues of service selection, negotiation of Service Level Agreements (SLA), and SLA-compliance monitoring have typically been used in separate and disparate ways, which affect the quality of the services that…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-05-10 Elarbi Badidi

Metasurface-based fluid antenna systems (FASs) have been recently proposed as an inexpensive, scalable and practical alternative implementation for the fluid-antenna concept. This work thoroughly evaluates the performance of…

Signal Processing · Electrical Eng. & Systems 2026-05-14 Pablo Ramírez-Espinosa , F. Javier López-Martínez , David Morales-Jiménez