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Unmanned aerial vehicles (UAVs) have been widely adopted in various real-world applications. However, the control and optimization of multi-UAV systems remain a significant challenge, particularly in dynamic and constrained environments.…

Machine Learning · Computer Science 2025-06-10 Zijiang Yan , Hao Zhou , Jianhua Pei , Hina Tabassum

This paper introduces a new hybrid framework that combines Reinforcement Learning (RL) and Large Language Models (LLMs) to improve robotic manipulation tasks. By utilizing RL for accurate low-level control and LLMs for high level task…

Robotics · Computer Science 2026-04-01 Md Saad , Sajjad Hussain , Mohd Suhaib

Robot end users increasingly require accessible means of specifying tasks for robots to perform. Two common end-user programming paradigms include drag-and-drop interfaces and natural language programming. Although natural language…

Artificial Intelligence · Computer Science 2026-05-18 David Porfirio , Vincent Hsiao , Morgan Fine-Morris , Leslie Smith , Laura M. Hiatt

Recent years have witnessed a growing interest in automating labor-intensive and complex activities, i.e., those consisting of multiple atomic tasks, by deploying robots in dynamic and unpredictable environments such as industrial and…

Robotics · Computer Science 2025-09-22 Francesco Argenziano , Elena Umili , Francesco Leotta , Daniele Nardi

In this short paper we address issues related to building multimodal AI systems for human performance support in manufacturing domains. We make two contributions: we first identify challenges of participatory design and training of such…

Human-Computer Interaction · Computer Science 2025-03-24 Elizabeth Anne Watkins , Emanuel Moss , Ramesh Manuvinakurike , Meng Shi , Richard Beckwith , Giuseppe Raffa

Large Language Models (LLMs) have recently empowered agentic frameworks to exhibit advanced reasoning and planning capabilities. However, their integration in robotic control pipelines remains limited in two aspects: (1) prior…

The ability to learn and refine behavior after deployment has become ever more important for robots as we design them to operate in unstructured environments like households. In this work, we design a new learning system based on large…

Robotics · Computer Science 2023-10-27 Huihan Liu , Alice Chen , Yuke Zhu , Adith Swaminathan , Andrey Kolobov , Ching-An Cheng

Antenna simulation typically involves modeling and optimization, which are time-consuming and labor-intensive, slowing down antenna analysis and design. This paper presents a prototype of a large language model (LLM)-based antenna design…

Artificial Intelligence · Computer Science 2025-12-18 Tao Wu , Kexue Fu , Qiang Hua , Xinxin Liu , Bo Liu

Large Language Models (LLMs) are increasingly used to power autonomous agents for complex, multi-step tasks. However, human-agent interaction remains pointwise and reactive: users approve or correct individual actions to mitigate immediate…

Human-Computer Interaction · Computer Science 2026-03-13 Gaole He , Brian Y. Lim

The intersection of LLMs (Large Language Models) and UAV (Unoccupied Aerial Vehicles) technology represents a promising field of research with the potential to enhance UAV capabilities significantly. This study explores the application of…

Robotics · Computer Science 2024-10-24 Abhishek Phadke , Alihan Hadimlioglu , Tianxing Chu , Chandra N Sekharan

Transformer based language models (LMs) demonstrate increasing performance with scale across a wide variety of tasks. Scale alone however cannot enable models to solve tasks that require access to ephemeral, changing, or private data that…

Computation and Language · Computer Science 2022-05-25 Aaron Parisi , Yao Zhao , Noah Fiedel

Large Language Models (LLMs) have showcased remarkable proficiency in various information-processing tasks. These tasks span from extracting data and summarizing literature to generating content, predictive modeling, decision-making, and…

Systems and Control · Electrical Eng. & Systems 2024-09-17 Sonda Fourati , Wael Jaafar , Noura Baccar , Safwan Alfattani

Physically assistive robots present an opportunity to significantly increase the well-being and independence of individuals with motor impairments or other forms of disability who are unable to complete activities of daily living (ADLs).…

Large language models (LLMs) have exerted a considerable impact on diverse language-related tasks in recent years. Their demonstrated state-of-the-art performance is achieved through methodologies such as zero-shot or few-shot prompting.…

Computation and Language · Computer Science 2023-12-21 Arshad Kaji , Manan Shah

One of the current trends in robotics is to employ large language models (LLMs) to provide non-predefined command execution and natural human-robot interaction. It is useful to have an environment map together with its language…

Robotics · Computer Science 2025-01-09 Evgenii Kruzhkov , Sven Behnke

The logistics of transporting a package from a storage facility to the consumer's front door usually employs highly specialized robots often times splitting sub-tasks up to different systems, e.g., manipulator arms to sort and wheeled…

Robotics · Computer Science 2022-08-25 Taoyuanmin Zhu , Gabriel I. Fernandez , Colin Togashi , Yeting Liu , Dennis Hong

Locomotion plays a crucial role in shaping the user experience within virtual reality environments. In particular, hands-free locomotion offers a valuable alternative by supporting accessibility and freeing users from reliance on handheld…

Human-Computer Interaction · Computer Science 2026-01-13 Süleyman Özdel , Kadir Burak Buldu , Enkelejda Kasneci , Efe Bozkir

Natural language interfaces can simplify interaction with multi-robot systems, especially when non-expert users need to issue high-level commands. Acoustic manipulation using ultrasonic phased arrays also enables contactless object handling…

Robotics · Computer Science 2026-05-29 Yingying Wang , Narsimlu Kemsaram , Sriram Subramanian

Caregivers in eldercare can benefit from telepresence robots that allow them to perform a variety of tasks remotely. In order for such robots to be operated effectively and efficiently by non-technical users, it is important to examine if…

Robotics · Computer Science 2022-02-16 Samuel Olatunji , Andre Potenza , Andrey Kiselev , Tal Oron-Gilad , Amy Loutfi , Yael Edan

This article presents a vision for the future of prosthetic devices, leveraging the advancements in large language models (LLMs) and Large Multimodal Models (LMMs) to revolutionize the interaction between humans and assistive technologies.…

Robotics · Computer Science 2024-03-12 Sharmita Dey , Arndt F. Schilling
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