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Large models (LMs) have immense potential in Internet of Things (IoT) systems, enabling applications such as intelligent voice assistants, predictive maintenance, and healthcare monitoring. However, training LMs on edge servers raises data…

Machine Learning · Computer Science 2025-01-30 Zuguang Li , Wen Wu , Shaohua Wu , Qiaohua Lin , Yaping Sun , Hui Wang

The integration of the Internet of Things (IoT) connects a number of intelligent devices with a minimum of human interference that can interact with one another. IoT is rapidly emerging in the areas of computer science. However, new…

Cryptography and Security · Computer Science 2022-10-26 Subrato Bharati , Prajoy Podder

This paper presents LE3D; a novel data drift detection framework for preserving data integrity and confidentiality. LE3D is a generalisable platform for evaluating novel drift detection mechanisms within the Internet of Things (IoT) sensor…

Machine Learning · Computer Science 2022-11-22 Ioannis Mavromatis , Aftab Khan

Smart cities and pervasive IoT deployments have generated interest in IoT data analysis across transportation and urban planning. At the same time, Large Language Models offer a new interface for exploring IoT data - particularly through…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-18 Kausar Patherya , Ashutosh Dhekne , Francisco Romero

Tiny machine learning (TinyML) has gained widespread popularity where machine learning (ML) is democratized on ubiquitous microcontrollers, processing sensor data everywhere in real-time. To manage TinyML in the industry, where mass…

Artificial Intelligence · Computer Science 2022-02-21 Haoyu Ren , Darko Anicic , Thomas Runkler

As the Internet of Things (IoT) rolls out today to devices whose lifetime may well exceed a decade, conservative threat models should consider attackers with access to quantum computing power. The SUIT standard (specified by the IETF)…

Cryptography and Security · Computer Science 2021-06-14 Gustavo Banegas , Koen Zandberg , Adrian Herrmann , Emmanuel Baccelli , Benjamin Smith

There is a growing interest in the development of lidar-based autonomous mobility and Intelligent Transportation Systems (ITS). To operate and research on lidar data, researchers often develop code specific to application niche. This…

Computer Vision and Pattern Recognition · Computer Science 2025-09-04 Muhammad Shahbaz , Shaurya Agarwal

With the wide spread of sensors and smart devices in recent years, the data generation speed of the Internet of Things (IoT) systems has increased dramatically. In IoT systems, massive volumes of data must be processed, transformed, and…

Machine Learning · Computer Science 2022-09-19 Li Yang , Abdallah Shami

Clouds gather a vast volume of telemetry from their networked systems which contain valuable information that can help solve many of the problems that continue to plague them. However, it is hard to extract useful information from such raw…

Networking and Internet Architecture · Computer Science 2020-04-28 Behnaz Arzani , Bita Rouhani

We present the Open MatSci ML Toolkit: a flexible, self-contained, and scalable Python-based framework to apply deep learning models and methods on scientific data with a specific focus on materials science and the OpenCatalyst Dataset. Our…

Machine Learning · Computer Science 2023-09-01 Santiago Miret , Kin Long Kelvin Lee , Carmelo Gonzales , Marcel Nassar , Matthew Spellings

Electromagnetic simulations form an indispensable part of the design and optimization process for superconducting quantum devices. Although several commercial platforms exist, open-source alternatives optimized for high-performance…

The incredible growth of sensors and microcontroller units makes the task of real-time event monitoring in the Internet of Things (IoT) based applications easier and more practical. In order to effectively support the event management in…

Networking and Internet Architecture · Computer Science 2018-01-09 Truc D. T. Nguyen , Quan M. B. Nguyen , Hoang-Anh Pham

The Massive Internet of Things (MIoT) envisions an interconnected ecosystem of billions of devices, fundamentally transforming diverse sectors such as healthcare, smart cities, transportation, agriculture, and energy management. However,…

Emerging Technologies · Computer Science 2025-05-07 Imane Cheikh , Sébastien Roy , Essaid Sabir , Rachid Aouami

ML 2.0: In this paper, we propose a paradigm shift from the current practice of creating machine learning models - which requires months-long discovery, exploration and "feasibility report" generation, followed by re-engineering for…

Artificial Intelligence · Computer Science 2018-07-03 James Max Kanter , Benjamin Schreck , Kalyan Veeramachaneni

IoT devices are increasingly being implicated in cyber-attacks, driving community concern about the risks they pose to critical infrastructure, corporations, and citizens. In order to reduce this risk, the IETF is pushing IoT vendors to…

Cryptography and Security · Computer Science 2023-01-19 Ayyoob Hamza , Dinesha Ranathunga , H. Habibi Gharakheili , Matthew Roughan , Vijay Sivaraman

The Internet of Things (IoT) and Large Language Models (LLMs) have been two major emerging players in the information technology era. Although there has been significant coverage of their individual capabilities, our literature survey sheds…

Cryptography and Security · Computer Science 2025-05-26 Kushal Khatiwada , Jayden Hopper , Joseph Cheatham , Ayan Joshi , Sabur Baidya

The complexity of multi-layered, data-intensive systems demands frameworks that ensure flexibility, scalability, and efficiency. DATCloud is a model-driven framework designed to facilitate the modeling, validation, and refinement of…

Software Engineering · Computer Science 2025-06-04 Moamin Abughazala , Henry Muccini

A botnet is an army of zombified computers infected with malware and controlled by malicious actors to carry out tasks such as Distributed Denial of Service (DDoS) attacks. Billions of Internet of Things (IoT) devices are primarily targeted…

Networking and Internet Architecture · Computer Science 2023-11-16 Angela Grace Famera , Raj Mani Shukla , Suman Bhunia

Fueled by the availability of more data and computing power, recent breakthroughs in cloud-based machine learning (ML) have transformed every aspect of our lives from face recognition and medical diagnosis to natural language processing.…

Information Theory · Computer Science 2019-09-13 Jihong Park , Sumudu Samarakoon , Mehdi Bennis , Mérouane Debbah

We present OpenML and mldata, open science platforms that provides easy access to machine learning data, software and results to encourage further study and application. They go beyond the more traditional repositories for data sets and…

Machine Learning · Computer Science 2014-02-26 Joaquin Vanschoren , Mikio L. Braun , Cheng Soon Ong