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Hardware disaggregation seeks to transform Data Center (DC) resources from traditional server fleets into unified resource pools. Despite existing challenges that may hinder its full realization, significant progress has been made in both…

Hardware Architecture · Computer Science 2025-11-07 Chao Guo , Jiahe Xu , Moshe Zukerman

In response to several cultural heritage initiatives at the Jagiellonian University, we developed a new digitization workflow in collaboration with the Jagiellonian Library (JL). The solution is based on easy-to-access technological…

Digital Libraries · Computer Science 2026-01-21 Krzysztof Kutt , Luiz do Valle Miranda , Jakub Gomułka , Grzegorz J. Nalepa

Traditional data centers are designed with a rigid architecture of fit-for-purpose servers that provision resources beyond the average workload in order to deal with occasional peaks of data. Heterogeneous data centers are pushing towards…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-09-20 Carlos Vega , Jose Fernando Zazo , Hugo Meyer , Ferad Zyulkyarov , Sergio Lopez Buedo , Javier Aracil

This paper presents a unified framework for codifying and automating optimization strategies to efficiently deploy deep neural networks (DNNs) on resource-constrained hardware, such as FPGAs, while maintaining high performance, accuracy,…

Hardware Architecture · Computer Science 2026-02-11 Zhiqiang Que , Jose G. F. Coutinho , Ce Guo , Hongxiang Fan , Wayne Luk

In July, 1995 the first issue of D-Lib Magazine was published as an on-line, HTML-only, open access magazine, serving as the focal point for the then emerging digital library research community. In 2017 it ceased publication, in part due to…

Digital Libraries · Computer Science 2020-08-28 Michael L. Nelson , Herbert Van de Sompel

Current SDN controllers have been designed based on a monolithic approach that integrates all of services and applications into one single, huge program. The monolithic design of SDN controllers restricts programmers who build management…

Networking and Internet Architecture · Computer Science 2024-10-30 Douglas Comer , Adib Rastegarnia

Modern distributed data processing systems struggle to balance performance, maintainability, and developer productivity when integrating machine learning at scale. These challenges intensify in large collaborative environments due to high…

The vast number of facility management systems, home automation systems, and the ever-increasing number of Internet of Things (IoT) devices are in constant need of environmental monitoring. Indoor environment data can be utilized to improve…

Systems and Control · Electrical Eng. & Systems 2021-10-28 Sheik Anik , Xinghua Gao , Na Meng , Philip Agee , Andrew McCoy

The integration of machine learning with automated experimentation in self-driving laboratories (SDL) offers a powerful approach to accelerate discovery and optimization tasks in science and engineering applications. When supported by…

Artificial Intelligence · Computer Science 2025-07-02 Thomas M. Deucher , Juan C. Verduzco , Michael Titus , Alejandro Strachan

Big data powered Deep Learning (DL) and its applications have blossomed in recent years, fueled by three technological trends: a large amount of digitized data openly accessible, a growing number of DL software frameworks in open source and…

Performance · Computer Science 2019-08-20 Yanzhao Wu , Ling Liu , Calton Pu , Wenqi Cao , Semih Sahin , Wenqi Wei , Qi Zhang

Deep neural networks (DNNs) utilized recently are physically deployed with computational units (e.g., CPUs and GPUs). Such a design might lead to a heavy computational burden, significant latency, and intensive power consumption, which are…

Computer Vision and Pattern Recognition · Computer Science 2023-07-25 Quan Liu , Hanyu Zheng , Brandon T. Swartz , Ho hin Lee , Zuhayr Asad , Ivan Kravchenko , Jason G. Valentine , Yuankai Huo

Datacenters of today have maintained the same architecture for decades using the server as the primary building block. However, this traditional approach suffers from under-utilization of its resources, often caused by over-allocating these…

Hardware Architecture · Computer Science 2024-02-21 Mohammad Ewais , Paul Chow

As language data and associated technologies proliferate and as the language resources community expands, it is becoming increasingly difficult to locate and reuse existing resources. Are there any lexical resources for such-and-such a…

Computation and Language · Computer Science 2007-05-23 Steven Bird , Gary Simons

The rapidly evolving landscape of AI and machine learning workloads has widened the gap between high-level domain operations and efficient hardware utilization. Achieving near-peak performance still demands deep hardware expertise-experts…

Machine Learning · Computer Science 2025-11-19 Arun Thangamani , Md Asghar Ahmad Shahid , Adam Siemieniuk , Rolf Morel , Renato Golin , Alexander Heinecke

While there exist a plethora of deep learning tools and frameworks, the fast-growing complexity of the field brings new demands and challenges, such as more flexible network design, speedy computation on distributed setting, and…

Algorithmic systems are increasingly being adopted by cultural heritage institutions like libraries. In this study, we investigate U.S. public libraries' adoption of one specific automated tool -- automated collection diversity audits --…

Computers and Society · Computer Science 2025-05-22 Melanie Walsh , Connor Franklin Rey , Chang Ge , Tina Nowak , Sabina Tomkins

While traditional RDBMSes offer a lot of advantages, they require significant effort to setup and to use. Because of these challenges, many data scientists and analysts have switched to using alternative data management solutions. These…

Databases · Computer Science 2018-05-23 Mark Raasveldt , Hannes Mühleisen

Traditional enterprise warehouse solutions center around an analytical database system that is monolithic and inflexible: data needs to be extracted, transformed, and loaded into the rigid relational form before analysis. It takes years of…

Databases · Computer Science 2012-09-10 Reynold S. Xin

By the end of the late 90's the Open Archives Initiative needed direction to insure its improvement and thus, created the Open Archives Initiative Protocol for Metadata Harvesting (OAI-PMH) standard. The movement showed a rise in…

Digital Libraries · Computer Science 2017-08-30 Arnaud Gaudinat , Jonas Beausire , Megan Fuss , Elisa Banfi , Julien Gobeill , Patrick Ruch

This paper examines disaggregated data center architectures from the perspective of the applications that would run on these data centers, and challenges the abstractions that have been proposed to date. In particular, we argue that…

Operating Systems · Computer Science 2019-10-30 Sebastian Angel , Mihir Nanavati , Siddhartha Sen