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Large Language Models (LLMs) have substantially improved the conversational capabilities of social robots. Nevertheless, for an intuitive and fluent human-robot interaction, robots should be able to ground the conversation by relating…

Human-Computer Interaction · Computer Science 2026-04-09 Elisabeth Menendez , Michael Gienger , Santiago Martínez , Carlos Balaguer , Anna Belardinelli

Chat-based natural language interfaces have emerged as the dominant paradigm for human-agent interaction, yet they fundamentally constrain engagement with structured information and complex tasks. We identify three inherent limitations: the…

Human-Computer Interaction · Computer Science 2026-03-26 Mulong Xie , Yang Xie

To bridge the gap between vision and language modalities, Multimodal Large Language Models (MLLMs) usually learn an adapter that converts visual inputs to understandable tokens for Large Language Models (LLMs). However, most adapters…

Computer Vision and Pattern Recognition · Computer Science 2024-05-27 Yue Zhang , Hehe Fan , Yi Yang

Large Vision-Language Models (LVLMs) demonstrate a promising direction for assisting individuals with blindness or low-vision (BLV). Yet, measuring their true utility in real-world scenarios is challenging because evaluating whether their…

Computer Vision and Pattern Recognition · Computer Science 2026-04-02 Eunki Kim , Na Min An , Wan Ju Kang , Sangryul Kim , James Thorne , Hyunjung Shim

Multimodal large language models (MLLMs) have been integrated into visual interpretation applications to support Blind and Low Vision (BLV) users because of their accuracy and ability to provide rich, human-like interpretations. However,…

Computer Vision and Pattern Recognition · Computer Science 2025-10-03 Ricardo Gonzalez Penuela , Felipe Arias-Russi , Victor Capriles

Speech is essential for human communication, yet millions of people face impairments such as dysarthria, stuttering, and aphasia conditions that often lead to social isolation and reduced participation. Despite recent progress in automatic…

Systems and Control · Electrical Eng. & Systems 2025-10-24 Haowei Lou , Chengkai Huang , Hye-young Paik , Yongquan Hu , Aaron Quigley , Wen Hu , Lina Yao

Given natural language test case description for an Android application, existing testing approaches require developers to manually write scripts using tools such as Appium and Espresso to execute the corresponding test case. This process…

Recent advances in skeleton-based action recognition increasingly leverage semantic priors from Large Language Models (LLMs) to enrich skeletal representations. However, the LLM is typically queried in isolation from the recognition model…

Computer Vision and Pattern Recognition · Computer Science 2026-03-13 Hongda Liu , Yunfan Liu , Changlu Wang , Yunlong Wang , Zhenan Sun

Socially assistive robots (SARs) have shown great success in providing personalized cognitive-affective support for user populations with special needs such as older adults, children with autism spectrum disorder (ASD), and individuals with…

Human-Computer Interaction · Computer Science 2024-04-09 Zhonghao Shi , Ellen Landrum , Amy O' Connell , Mina Kian , Leticia Pinto-Alva , Kaleen Shrestha , Xiaoyuan Zhu , Maja J Matarić

Recent advances in foundation models, particularly Large Language Models (LLMs) and Multimodal Large Language Models (MLLMs), have facilitated the development of intelligent agents capable of performing complex tasks. By leveraging the…

Controlling desktop applications via software remains a fundamental yet under-served problem. Existing multi-modal large language models (MLLMs) ingest screenshots and task instructions to generate keystrokes and mouse events, but they…

Artificial Intelligence · Computer Science 2025-09-24 Zihan Dong , Xinyu Fan , Zixiang Tang , Yunqing Li

We report on a systematic, PRISMA-guided survey of research at the intersection of LLMs and visualization, with a particular focus on visio-verbal interaction -- where verbal and visual modalities converge to support data sense-making. The…

Human-Computer Interaction · Computer Science 2026-02-04 Mathis Brossier , Tobias Isenberg , Konrad Schönborn , Jonas Unger , Mario Romero , Johanna Björklund , Anders Ynnerman , Lonni Besançon

Traditional approaches to network management have been accessible only to a handful of highly-trained network operators with significant expert knowledge. This creates barriers for lay users to easily manage their networks without resorting…

Networking and Internet Architecture · Computer Science 2025-09-26 Samuel Lin , Jiawei Zhou , Minlan Yu

Humans solve problems by executing targeted plans, yet large language models (LLMs) remain unreliable for structured workflow execution. We propose RunAgent, a multi-agent plan execution platform that interprets natural-language plans while…

Machine Learning · Computer Science 2026-05-04 Arunabh Srivastava , Mohammad A. , Khojastepour , Srimat Chakradhar , Sennur Ulukus

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

Agents centered around Large Language Models (LLMs) are now capable of automating mobile device operations for users. After fine-tuning to learn a user's mobile operations, these agents can adhere to high-level user instructions online.…

Human-Computer Interaction · Computer Science 2024-01-18 Tinghe Ding

As virtual 3D environments become more prevalent, equitable access is essential for blind and low-vision (BLV) users, who face challenges with spatial awareness, navigation, and interaction. Prior work has explored supplementing visual…

Human-Computer Interaction · Computer Science 2026-02-10 Xinyun Cao , Kexin Phyllis Ju , Chenglin Li , Venkatesh Potluri , Dhruv Jain

Recent advancements in Large Language Models (LLMs) offer new opportunities to create natural language interfaces for Autonomous Driving Systems (ADSs), moving beyond rigid inputs. This paper addresses the challenge of mapping the…

Robotics · Computer Science 2026-01-26 Marvin Seegert , Korbinian Moller , Johannes Betz

The growing popularity and widespread adoption of large language models (LLMs) necessitates the development of tools that enhance the effectiveness of user interactions with these models. Understanding the structures and functions of these…

Human-Computer Interaction · Computer Science 2025-03-03 Divya Perumal , Swaroop Panda

Developing chatbots as personal companions has long been a goal of artificial intelligence researchers. Recent advances in Large Language Models (LLMs) have delivered a practical solution for endowing chatbots with anthropomorphic language…

Human-Computer Interaction · Computer Science 2023-12-01 Zhenyu Xu , Hailin Xu , Zhouyang Lu , Yingying Zhao , Rui Zhu , Yujiang Wang , Mingzhi Dong , Yuhu Chang , Qin Lv , Robert P. Dick , Fan Yang , Tun Lu , Ning Gu , Li Shang
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