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Multimodal sensing systems are increasingly prevalent in various real-world applications. Most existing multimodal learning approaches heavily rely on training with a large amount of synchronized, complete multimodal data. However, such a…

Machine Learning · Computer Science 2025-03-06 Xiaomin Ouyang , Jason Wu , Tomoyoshi Kimura , Yihan Lin , Gunjan Verma , Tarek Abdelzaher , Mani Srivastava

The convergence of Large Language Models (LLMs) and Internet of Things (IoT) networks open new opportunities for building intelligent, responsive, and user-friendly systems. This work presents an edge-centric framework that integrates LLMs…

Networking and Internet Architecture · Computer Science 2025-07-25 Alakesh Kalita

Fully automated verification of large-scale software and hardware systems is arguably the holy grail of formal methods. Large language models (LLMs) have recently demonstrated their potential for enhancing the degree of automation in formal…

Software Engineering · Computer Science 2026-03-11 Zhongyi Wang , Tengjie Lin , Mingshuai Chen , Haokun Li , Mingqi Yang , Xiao Yi , Shengchao Qin , Yixing Luo , Xiaofeng Li , Bin Gu , Liqiang Lu , Jianwei Yin

The idea of IoT world has grown to multiple dimensions enclosing different technologies and standards which can provide solutions and goal oriented intelligence to the widespread things via network or internet. In spite of different…

Software Engineering · Computer Science 2017-05-23 Parthkumar Patel , Jayraj Dave , Shreedhar Dalal , Pankesh Patel , Sanjay Chaudhary

Today's Internet of Things (IoT) has evolved from simple sensing and actuation devices to those with embedded processing and intelligent services, enabling rich collaborations between users and their devices. However, enabling such…

Cryptography and Security · Computer Science 2025-07-08 Hetvi Shastri , Walid A. Hanafy , Li Wu , David Irwin , Mani Srivastava , Prashant Shenoy

Recent advancements in Multi-modal Large Language Models (MLLMs) have opened new avenues for applications in Embodied AI. Building on previous work, EgoThink, we introduce VidEgoThink, a comprehensive benchmark for evaluating egocentric…

Computer Vision and Pattern Recognition · Computer Science 2024-10-16 Sijie Cheng , Kechen Fang , Yangyang Yu , Sicheng Zhou , Bohao Li , Ye Tian , Tingguang Li , Lei Han , Yang Liu

Developing autonomous home robots controlled by natural language has long been a pursuit of humanity. While advancements in large language models (LLMs) and embodied intelligence make this goal closer, several challenges persist: the lack…

Robotics · Computer Science 2025-05-16 Dongping Li , Tielong Cai , Tianci Tang , Wenhao Chai , Katherine Rose Driggs-Campbell , Gaoang Wang

The prevalence of software systems has become an integral part of modern-day living. Software usage has increased significantly, leading to its growth in both size and complexity. Consequently, software development is becoming a more…

Software Engineering · Computer Science 2023-06-07 Tiago Dias , Arthur Batista , Eva Maia , Isabel Praça

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

Recent advances in creative AI have enabled the synthesis of high-fidelity images and videos conditioned on language instructions. Building on these developments, text-to-video diffusion models have evolved into embodied world models (EWMs)…

Robotics · Computer Science 2025-05-20 Hu Yue , Siyuan Huang , Yue Liao , Shengcong Chen , Pengfei Zhou , Liliang Chen , Maoqing Yao , Guanghui Ren

The prevalence of Large Language Models (LLMs) is revolutionizing the process of writing code. General and code LLMs have shown impressive performance in generating standalone functions and code-completion tasks with one-shot queries.…

Software Engineering · Computer Science 2025-04-28 Yibin Wang , Jiaxi Xie , Lakshminarayanan Subramanian

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

The complexity of IoT, owing to the inherent distributed and dynamic nature of such systems, brings more challenges to the software development process. A vast number of devices with different communication protocols and data formats is…

Software Engineering · Computer Science 2024-11-19 Yousef Abuseta

The concept of the Internet of Things (IoT) is a reality now. This paradigm shift has caught everyones attention in a large class of applications, including IoT-based video analytics using smart doorbells. Due to its growing application…

Computers and Society · Computer Science 2020-09-22 Tapan Pathak , Vatsal Patel , Sarth Kanani , Shailesh Arya , Pankesh Patel , Muhammad Intizar Ali , John Breslin

IoT systems are growing larger and larger and are becoming suitable for basic automation tasks. One of the features IoT automation systems can provide is dealing with a dynamic system -- Devices leaving and joining the system during…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-02-12 Jan Seeger , Rohit A. Deshmukh , Arne Bröring

Recent advances in Internet-of-Things (IoT) technologies have sparked significant interest towards developing learning-based sensing applications on embedded edge devices. These efforts, however, are being challenged by the complexities of…

Systems and Control · Electrical Eng. & Systems 2024-02-23 Abdulrahman Bukhari , Seyedmehdi Hosseinimotlagh , Hyoseung Kim

Exploiting big data knowledge on small devices will pave the way for building truly cognitive Internet of Things (IoT) systems. Although machine learning has led to great advancements for IoT-based data analytics, there remains a huge…

Networking and Internet Architecture · Computer Science 2020-01-29 Benjamin Sliwa , Nico Piatkowski , Christian Wietfeld

Microcontroller units (MCUs) are widely used in embedded devices due to their low power consumption and cost-effectiveness. MCU firmware controls these devices and is vital to the security of embedded systems. However, performing dynamic…

Cryptography and Security · Computer Science 2025-09-10 Chongqing Lei , Zhen Ling , Xiangyu Xu , Shaofeng Li , Guangchi Liu , Kai Dong , Junzhou Luo

The constant technological evolution allowed significant advances and improvements in the processes of industries, mainly in areas that demand greater control and environmental air efficiency. In this way, Embedded Systems allows the…

Intelligent systems powered by large-scale sensor networks are shifting from predefined monitoring to intent-driven operation, revealing a critical Semantic-to-Physical Mapping Gap. While large language models (LLMs) excel at semantic…

Artificial Intelligence · Computer Science 2026-04-10 Zhaomeng Zhou , Lan Zhang , Junyang Wang , Mu Yuan , Junda Lin , Jinke Song
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