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This paper addresses the challenge of allocating heterogeneous resources among multiple agents in a decentralized manner. Our proposed method, Liquid-Graph-Time Clustering-IPPO, builds upon Independent Proximal Policy Optimization (IPPO) by…

Machine Learning · Statistics 2026-02-12 Antonio Marino , Esteban Restrepo , Claudio Pacchierotti , Paolo Robuffo Giordano

An efficient Home Area Network (HAN) acts as a base of an Advanced Metering Infrastructure (AMI). A HAN not only facilitates AMI with efficient real-time monitoring of the electricity consumption but also manages the load profile of the…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-12 Jagnyashini Debadarshini , Sudipta Saha

Cyber deception can be a valuable addition to traditional cyber defense mechanisms, especially for modern cloud-native environments with a fading security perimeter. However, pre-built decoys used in classical computer networks are not…

Cryptography and Security · Computer Science 2024-05-07 Marco Zambianco , Claudio Facchinetti , Roberto Doriguzzi-Corin , Domenico Siracusa

For AI technology to fulfill its full promises, we must have effective means to ensure Responsible AI behavior and curtail potential irresponsible use, e.g., in areas of privacy protection, human autonomy, robustness, and prevention of…

Computers and Society · Computer Science 2022-05-13 Wenjing Chu

Mobile edge computing mitigates the shortcomings of cloud computing caused by unpredictable wide-area network latency and serves as a critical enabling technology for the Industrial Internet of Things (IIoT). Unlike cloud computing, mobile…

Performance · Computer Science 2025-05-06 Yang Li , Xing Zhang , Yukun Sun , Wenbo Wang , Bo Lei

Internet of Things(IoT) is a heterogeneous network consists of various physical objects such as large number of sensors, actuators, RFID tags, smart devices, and servers connected to the internet. IoT networks have potential applications in…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-05 Sateeshkrishna Dhuli , Fouzul Atik

The Age of Incorrect Information (AoII) is a metric that can combine the freshness of the information available to a gateway in an Internet of Things (IoT) network with the accuracy of that information. As such, minimizing the AoII can…

Information Theory · Computer Science 2023-01-27 Anupam Nayak , Anders E. Kalør , Federico Chiariotti , Petar Popovski

The prevalence of Internet of Things (IoTs) allows heterogeneous embedded smart devices to collaboratively provide smart services with or without human intervention. While leveraging the large scale IoT based applications like Smart Gird or…

Networking and Internet Architecture · Computer Science 2018-04-26 Ronghua Xu , Yu Chen , Erik Blasch , Genshe Chen

Contact tracing promises to help fight the spread of Covid-19 via an early detection of possible contagion events. To this end, most existing solutions share the following architecture: smartphones continuously broadcast random beacons that…

Networking and Internet Architecture · Computer Science 2021-06-15 Pietro Tedeschi , Spiridon Bakiras , Roberto Di Pietro

The Internet of objects (IoT) will have to meet the non-functional needs (QoS, security, etc.) of new business applications supported by the cloud. To do this, the interactions between the underlying application software and the…

Networking and Internet Architecture · Computer Science 2020-11-02 Samir Medjiah , Christophe Chassot

Top-tier parallel computing clusters continue to accumulate more and more computational power with more and better CPUs and Networks. This allows, especially for environmental simulations, computations with larger domain sizes and better…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-07-03 Christoph Ertl , Ralf-Peter Mundani , Ernst Rank

The booming Internet of Things (IoT) market has drawn tremendous interest from cyber attackers. The centralized cloud-based IoT service architecture has serious limitations in terms of security, availability, and scalability, and is subject…

Cryptography and Security · Computer Science 2019-12-03 Chenglong Fu , Qiang Zeng , Xiaojiang Du

Internet of Things (IoT) application deployment requires the allocation of resources such as virtual machines, storage, and network elements that must be deployed over distinct infrastructures such as cloud computing, Cloud of Things (CoT),…

Networking and Internet Architecture · Computer Science 2018-06-18 Pedro Moraes , Rafael Reale , Joberto Martins

Representation and control of the dynamics of stigmergic substances used by bio-inspired approaches is a challenge when applied to robotics. In order to overcome this challenge, this work proposes a model to coordinate swarms of robots…

Robotics · Computer Science 2022-03-01 Claudiney R. Tinoco , Gina M. B. Oliveira

Fully decentralized learning algorithms are still in an early stage of development. Creating modular Gossip Learning strategies is not trivial due to convergence challenges and Byzantine faults intrinsic in systems of decentralized nature.…

Machine Learning · Computer Science 2025-01-22 Aitor Belenguer , Jose A. Pascual , Javier Navaridas

In this paper we introduce our vision of a Cognitive Computing Continuum to address the changing IT service provisioning towards a distributed, opportunistic, self-managed collaboration between heterogeneous devices outside the traditional…

Networking and Internet Architecture · Computer Science 2021-03-11 Ana Juan Ferrer , Soeren Becker , Florian Schmidt , Lauritz Thamsen , Odej Kao

Low earth orbit (LEO) satellite constellation-enabled communication networks are expected to be an important part of many Internet of Things (IoT) deployments due to their unique advantage of providing seamless global coverage. In this…

Information Theory · Computer Science 2024-10-28 Keke Ying , Zhen Gao , Sheng Chen , Mingyu Zhou , Dezhi Zheng , Symeon Chatzinotas , Björn Ottersten , H. Vincent Poor

When dealing with the Internet of Things (IoT), especially industrial IoT (IIoT), two manifest challenges leap to mind. First is the massive amount of data streaming to and from IoT devices, and second is the fast pace at which these…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-04 Maede Zolanvari , Ali Ghubaish , Raj Jain

The Industrial Internet of Things (IIoT) has become a critical technology to accelerate the process of digital and intelligent transformation of industries. As the cooperative relationship between smart devices in IIoT becomes more complex,…

Networking and Internet Architecture · Computer Science 2024-02-28 Yujiao Hu , Yining Zhu , Huayu Zhang , Yan Pan , Qingmin Jia , Renchao Xie , Gang Yang , F. Richard Yu

Large swarms of autonomous devices are increasing in size and importance. When it comes to controlling the devices of large-scale swarms there are two main lines of thought. Centralized control, where all decisions - and often compute -…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-05-07 Justin Hu , Ariana Bruno , Drew Zagieboylo , Mark Zhao , Brian Ritchken , Brendon Jackson , Joo Yeon Chae , Francois Mertil , Mateo Espinosa , Christina Delimitrou