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Split Learning (SL) recently emerged as an efficient paradigm for distributed Machine Learning (ML) suitable for the Internet Of Things (IoT)-Cloud systems. However, deploying SL on resource-constrained edge IoT platforms poses a…

Machine Learning · Computer Science 2025-02-14 Romina Soledad Molina , Vukan Ninkovic , Dejan Vukobratovic , Maria Liz Crespo , Marco Zennaro

As technology and communication advances, more devices (and things) are able to connect to the Internet and talk to each other to achieve a common goal which results in the emergence of the Internet of Things (IoT) era. It is believed that…

Software Engineering · Computer Science 2018-03-09 Yousef Abuseta

The IoT facilitates a connected, intelligent, and sustainable society; therefore, it is imperative to protect the IoT ecosystem. The IoT-based 5G and 6G will leverage the use of machine learning and artificial intelligence (ML/AI) more to…

Machine Learning · Computer Science 2025-02-07 Sushil Shakya , Robert Abbas , Sasa Maric

The Internet of Things (IoT) systems are designed and developed either as standalone applications from the ground-up or with the help of IoT middleware platforms. They are designed to support different kinds of scenarios, such as smart…

Computers and Society · Computer Science 2016-10-02 Charith Perera , Ciaran McCormick , Arosha K. Bandara , Blaine A. Price , Bashar Nuseibeh

While the integration of IoT devices in virtual spaces is becoming increasingly common, technical barriers to controlling custom devices in multi-user Virtual Reality (VR) environments remain high, particularly limiting new applications in…

Human-Computer Interaction · Computer Science 2025-01-28 Ryutaro Kurai , Hikari Yanagawa , Yuichi Hiroi , Takefumi Hiraki

The Internet of Things (IoT) revolutionizes smart city domains such as healthcare, transportation, industry, and education. The Internet of Medical Things (IoMT) is gaining prominence, particularly in smart hospitals and Remote Patient…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-25 Alain Hennebelle , Qifan Dieng , Leila Ismail , Rajkumar Buyya

The emerging Internet of Things (IoT) is facing significant scalability and security challenges. On the one hand, IoT devices are "weak" and need external assistance. Edge computing provides a promising direction addressing the deficiency…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-06-19 Jianli Pan , Jianyu Wang , Austin Hester , Ismail Alqerm , Yuanni Liu , Ying Zhao

Blockchain has attracted broad interests to build decentralised applications. Blockchain has attracted broad interests to build decentralised applications. However, developing such applications without introducing vulnerabilities is hard…

Software Engineering · Computer Science 2020-11-11 Qinghua Lu , An Binh Tran , Ingo Weber , Hugo O'Connor , Paul Rimba , Xiwei Xu , Mark Staples , Liming Zhu , Ross Jeffery

Open-source EDA tools are rapidly advancing, fostering collaboration, innovation, and knowledge sharing within the EDA community. However, the growing complexity of these tools, characterized by numerous design parameters and heuristics,…

Hardware Architecture · Computer Science 2024-08-29 Zesong Jiang , Qing Zhang , Cheng Liu , Long Cheng , Huawei Li , Xiaowei Li

Prototyping plays a critical role in the development of machine learning (ML) solutions, yet existing tools often provide limited support for effective collaboration and knowledge reuse among stakeholders. This paper introduces Proto-ML, an…

Software Engineering · Computer Science 2026-02-26 Selin Coban , Miguel Perez , Horst Lichter

IoT platforms, particularly smart home platforms providing significant convenience to people's lives such as Apple HomeKit and Samsung SmartThings, allow users to create automation rules through trigger-action programming. However, some…

Cryptography and Security · Computer Science 2024-11-19 Ye Cheng , Minghui Xu , Yue Zhang , Kun Li , Ruoxi Wang , Lian Yang

With rising concerns about the security of IoT devices, network operators need better ways to handle potential risks. Luckily, IoT devices show consistent patterns in how they communicate. But despite previous efforts, it remains unclear…

Cryptography and Security · Computer Science 2024-07-08 Song Guo , Minzhao Lyu , Hassan Habibi Gharakheili

Edge computing, with its low latency, dynamic scalability, and location awareness, along with the convergence of computing and communication paradigms, has been successfully applied in critical domains such as industrial IoT, smart…

Networking and Internet Architecture · Computer Science 2025-05-16 Jianpeng Qi , Chao Liu , Xiao Zhang , Lei Wang , Rui Wang , Junyu Dong , Yanwei Yu

With the recent advancement of technologies over the past year, IoT has become a paradigm in which devices communicate with each other and the cloud to achieve various applications in multidisciplinary fields. However, developing,…

Networking and Internet Architecture · Computer Science 2020-10-14 Rakesh Dhakshina Murthy , Mingming Liu

Internet of Things (IoT) technologies have received significant attention in recent years by encompassing a set of technologies that enable a variety of heterogeneous physical objects, called things, to interact and communicate through…

Networking and Internet Architecture · Computer Science 2022-10-18 Petros Zervoudakis , Maria Plevraki , Eleftheria Plevridi , Alexandros Fragkiadakis

The explosion of data volumes generated by an increasing number of applications is strongly impacting the evolution of distributed digital infrastructures for data analytics and machine learning (ML). While data analytics used to be mainly…

Machine Learning · Computer Science 2022-05-03 Daniel Rosendo , Alexandru Costan , Patrick Valduriez , Gabriel Antoniu

Modern mobile devices, although resourceful, cannot train state-of-the-art machine learning models without the assistance of servers, which require access to, potentially, privacy-sensitive user data. Split learning has recently emerged as…

Machine Learning · Computer Science 2021-02-01 Kamalesh Palanisamy , Vivek Khimani , Moin Hussain Moti , Dimitris Chatzopoulos

On-device machine learning (ML) has become a fundamental component of emerging mobile applications. Adaptive model deployment delivers efficient inference for heterogeneous device capabilities and performance requirements through…

Machine Learning · Computer Science 2025-12-01 Mengyang Liu , Chenyu Lu , Haodong Tian , Fang Dong , Ruiting Zhou , Wei Wang , Dian Shen , Guangtong Li , Ye Wan , Li Li

The integration of Large Language Models (LLMs) into mobile and software development workflows faces a persistent tension among three demands: semantic awareness, developer productivity, and data privacy. Traditional cloud-based tools offer…

Software Engineering · Computer Science 2025-12-10 Liao Hu , Qiteng Wu , Ruoyu Qi

Industry 5.0 aims at maximizing the collaboration between humans and machines. Machines are capable of automating repetitive jobs, while humans handle creative tasks. As a critical component of Industrial Internet of Things (IIoT) systems…

Machine Learning · Computer Science 2025-11-10 Li Yang , Abdallah Shami