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As the volume of data available from sensor-enabled devices such as vehicles expands, it is increasingly hard for companies to make informed decisions about the cost of capturing, processing, and storing the data from every device. Business…

Performance · Computer Science 2025-04-16 Christopher Bogart , Rajeev Chhajer , Baljit Singh , Tony Fontana , Majd Sakr

Human computation is a computing approach that draws upon human cognitive abilities to solve computational tasks for which there are so far no satisfactory fully automated solutions even when using the most advanced computing technologies…

Human-Computer Interaction · Computer Science 2015-01-12 Lesandro Ponciano , Francisco Brasileiro

Large language models (LLMs) have unlocked a plethora of powerful applications at the network edge, such as intelligent personal assistants. Data privacy and security concerns have prompted a shift towards edge-based fine-tuning of personal…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-17 Shengyuan Ye , Bei Ouyang , Tianyi Qian , Liekang Zeng , Jingyi Li , Jiangsu Du , Xiaowen Chu , Guoliang Xing , Xu Chen

In this work, the novel, open-source humanoid robot, PANDORA, is presented where a majority of the structural elements are manufactured using 3D-printed compliant materials. As opposed to contemporary approaches that incorporate the elastic…

In this paper, we present the Physical Web Browser project for web applications depending on the environment. At this moment, many of users all over the world visit websites using their mobile devices only. Any mobile device (e.g.,…

Networking and Internet Architecture · Computer Science 2016-03-15 Dmitry Namiot , Manfred Sneps-Sneppe

Tuning hyperparameters for machine learning algorithms is a tedious task, one that is typically done manually. To enable automated hyperparameter tuning, recent works have started to use techniques based on Bayesian optimization. However,…

Machine Learning · Computer Science 2020-05-26 Sandeep Singh Sandha , Mohit Aggarwal , Igor Fedorov , Mani Srivastava

The increasing proliferation of IoT devices and AI applications has created a demand for scalable and efficient computing solutions, particularly for applications requiring real-time processing. The compute continuum integrates edge and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-14 Negin Akbari , John Grundy , Aamir Cheema , Adel N. Toosi

Obtaining standardized crowdsourced benchmark of computational methods is a major issue in data science communities. Dedicated frameworks enabling fair benchmarking in a unified environment are yet to be developed. Here we introduce…

Machine Learning · Computer Science 2022-06-28 Zhen Xu , Sergio Escalera , Isabelle Guyon , Adrien Pavão , Magali Richard , Wei-Wei Tu , Quanming Yao , Huan Zhao

We present the Pluggable Distributed Resource Allocator (PDRA), a middleware for distributed computing in heterogeneous mobile robotic networks. PDRA enables autonomous robotic agents to share computational resources for computationally…

Combinatorial optimization problems involving multiple agents are notoriously challenging due to their NP-hard nature and the necessity for effective agent coordination. Despite advancements in learning-based methods, existing approaches…

Multiagent Systems · Computer Science 2025-10-23 Federico Berto , Chuanbo Hua , Laurin Luttmann , Jiwoo Son , Junyoung Park , Kyuree Ahn , Changhyun Kwon , Lin Xie , Jinkyoo Park

The widespread adoption of machine learning on edge devices, such as mobile phones, laptops, IoT devices, etc., has enabled real-time AI applications in resource-constrained environments. Existing solutions for managing computational…

Software Engineering · Computer Science 2025-02-11 Akhila Matathammal , Kriti Gupta , Larissa Lavanya , Ananya Vishal Halgatti , Priyanshi Gupta , Karthik Vaidhyanathan

Opportunistic computing is a paradigm for completely self-organised pervasive networks. Instead of relying only on fixed infrastructures as the cloud, users' devices act as service providers for each other. They use pairwise contacts to…

Networking and Internet Architecture · Computer Science 2022-05-30 Davide Mascitti , Marco Conti , Andrea Passarella , Laura Ricci , Sajal K. Das

In this paper, we consider a system model in conjunction with two major technologies in 5G communications, i.e., mobile edge computing and spectrum sharing. An IoT network, which does not have access to any licensed spectrum, carries its…

Information Theory · Computer Science 2021-07-13 Nilanjan Biswas , Hamed Mirghasemi , Luc Vandendorpe

Internet of Things (IoT) Analytics often involves applying machine learning (ML) models on data streams. In such scenarios, traditional ML paradigms face obstacles related to continuous learning while dealing with concept drifts, temporal…

Machine Learning · Computer Science 2026-03-11 Federico Giannini , Emanuele Della Valle

Digital democracy and new forms for direct digital participation in policy making gain unprecedented momentum. This is particularly the case for preferential voting methods and decision-support systems designed to promote fairer, more…

Computers and Society · Computer Science 2024-08-08 Renato Kunz , Fatemeh Banaie , Abhinav Sharma , Carina I. Hausladen , Dirk Helbing , Evangelos Pournaras

The proliferation of the Internet of Things (IoT) and its cutting-edge AI-enabled applications (e.g., autonomous vehicles and smart industries) combine two paradigms: data-driven systems and their deployment on the edge. Usually, edge…

Machine Learning · Computer Science 2025-08-01 Ghazal Sobhani , Md. Monzurul Amin Ifath , Tushar Sharma , Israat Haque

In this paper, a multi-user cooperative computing framework is applied to enable mobile users to utilize available computing resources from other neighboring users via direct communication links. An incentive scheme based on Bertrand game…

Computer Science and Game Theory · Computer Science 2021-08-10 Nan Zhang , Guopeng Zhang , Kezhi Wang , Kun Yang

Volunteer computing is being used successfully for large scale scientific computations. This research is in the context of Volpex, a programming framework that supports communicating parallel processes in a volunteer environment. Redundancy…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-03-14 Mohammad Tanvir Rahman , Hien Nguyen , Jaspal Subhlok , Gopal Pandurangan

With the advent of exascale computing, effective load balancing in massively parallel software applications is critically important for leveraging the full potential of high performance computing systems. Load balancing is the distribution…

Quantum Physics · Physics 2025-01-30 Omer Rathore , Alastair Basden , Nicholas Chancellor , Halim Kusumaatmaja

In this paper we argue that the set of wireless, mobile devices (e.g., portable telephones, tablet PCs, GPS navigators, media players) commonly used by human users enables the construction of what we term a digital ecosystem, i.e., an…

Networking and Internet Architecture · Computer Science 2015-03-19 Gabriele D'Angelo , Stefano Ferretti , Vittorio Ghini , Fabio Panzieri