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The Internet of Things (IoT) network integrating billions of smart physical devices embedded with sensors, software, and communication technologies is a critical and rapidly expanding component of our modern world. The IoT ecosystem…

Machine Learning · Computer Science 2024-07-16 Shentong Mo , Russ Salakhutdinov , Louis-Philippe Morency , Paul Pu Liang

This paper introduces an innovative design for robotic operating platforms, underpinned by a transformative Internet of Things (IoT) architecture, seamlessly integrating cutting-edge technologies such as large language models (LLMs),…

Networking and Internet Architecture · Computer Science 2025-07-01 Huiwen Han

The advent of Large Language Models (LLMs) has profoundly transformed our lives, revolutionizing interactions with AI and lowering the barrier to AI usage. While LLMs are primarily designed for natural language interaction, the extensive…

Computation and Language · Computer Science 2025-03-10 Leming Shen , Qiang Yang , Yuanqing Zheng , Mo Li

The Internet of Things (IoT) is set to occupy a substantial component of future Internet. The IoT connects sensors and devices that record physical observations to applications and services of the Internet. As a successor to technologies…

Networking and Internet Architecture · Computer Science 2014-10-21 Pratikkumar Desai , Amit Sheth , Pramod Anantharam

The future Internet of Things (IoT) will have a deep economical, commercial and social impact on our lives. The participating nodes in IoT networks are usually resource-constrained, which makes them luring targets for cyber attacks. In this…

Cryptography and Security · Computer Science 2019-04-12 Fatima Hussain , Rasheed Hussain , Syed Ali Hassan , Ekram Hossain

The use of lightweight machine learning (ML) models in internet of things (IoT) networks enables resource constrained IoT devices to perform on-device inference for several critical applications. However, the inference accuracy deteriorates…

Machine Learning · Computer Science 2025-12-16 Henrik C. M. Frederiksen , Junya Shiraishi , Cedomir Stefanovic , Hei Victor Cheng , Shashi Raj Pandey

Industrial AI is transitioning from traditional deep learning models to large-scale transformer-based architectures, with the Industrial Internet of Things (IIoT) playing a pivotal role. IIoT evolves from a simple data pipeline to an…

Machine Learning · Computer Science 2024-12-30 Jiao Chen , Jiayi He , Fangfang Chen , Zuohong Lv , Jianhua Tang , Weihua Li , Zuozhu Liu , Howard H. Yang , Guangjie Han

This work provides a comparative analysis illustrating how Deep Learning (DL) surpasses Machine Learning (ML) in addressing tasks within Internet of Things (IoT), such as attack classification and device-type identification. Our approach…

Cryptography and Security · Computer Science 2023-12-04 Mounia Hamidouche , Eugeny Popko , Bassem Ouni

Today we see the use of the Internet of Things (IoT) in various application domains such as healthcare, smart homes, smart cars, and smart-x applications in smart cities. The number of applications based on IoT and cloud computing is…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-08 Awatif Alqahtani , Pankesh Patel , Ellis Solaiman , Rajiv Ranjan

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

Machine learning (ML) has become a popular tool in the industrial sector as it helps to improve operations, increase efficiency, and reduce costs. However, deploying and managing ML models in production environments can be complex. This is…

The next generation of machine learning systems must be adept at perceiving and interacting with the physical world through a diverse array of sensory channels. Commonly referred to as the `Internet of Things (IoT)' ecosystem, sensory data…

Machine Learning · Computer Science 2024-07-08 Shentong Mo , Louis-Philippe Morency , Russ Salakhutdinov , Paul Pu Liang

This paper presents a serverless MLOps framework orchestrating the complete ML lifecycle from data ingestion, training, deployment, monitoring, and retraining to using event-driven pipelines and managed services. The architecture is…

The Internet of Things (IoT) is an emerging technology that aims to connect heterogeneous and constrained objects to each other and to the Internet. It has grown significantly in a wide variety of applications such as smart homes, smart…

Networking and Internet Architecture · Computer Science 2024-02-09 Mohamed Ali Zormati , Hicham Lakhlef , Sofiane Ouni

Code Large Language Models (LLMs) enhance software development efficiency by automatically generating code and documentation in response to user requirements. However, code LLMs cannot synthesize specialized programs when tasked with IoT…

Software Engineering · Computer Science 2025-03-04 Leming Shen , Qiang Yang , Xinyu Huang , Zijing Ma , Yuanqing Zheng

The rapid growth of Internet of Medical Things (IoMT) devices has resulted in significant security risks, particularly the risk of malware attacks on resource-constrained devices. Conventional deep learning methods are impractical due to…

Cryptography and Security · Computer Science 2025-11-04 Siva Sai , Manish Prasad , Animesh Bhargava , Vinay Chamola , Rajkumar Buyya

As big data grows ubiquitous across many domains, more and more stakeholders seek to develop Machine Learning (ML) applications on their data. The success of an ML application usually depends on the close collaboration of ML experts and…

Software Engineering · Computer Science 2022-11-10 Md Abdullah Al Alamin , Gias Uddin

Industrial automation systems (IASs) are traditionally developed using a sequential approach where the automation software, which is commonly based on the IEC 61131 languages, is developed when the design and in many cases the…

Software Engineering · Computer Science 2014-06-24 Kleanthis Thramboulidis

In this current technological world, the application of machine learning is becoming ubiquitous. Incorporating machine learning algorithms on extremely low-power and inexpensive embedded devices at the edge level is now possible due to the…

Machine Learning · Computer Science 2022-11-09 Harsha Yelchuri , Rashmi R

Data quality is a significant issue for any application that requests for analytics to support decision making. It becomes very important when we focus on Internet of Things (IoT) where numerous devices can interact to exchange and process…

Machine Learning · Computer Science 2020-07-30 Anna Karanika , Panagiotis Oikonomou , Kostas Kolomvatsos , Christos Anagnostopoulos