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General-purpose robots capable of performing diverse tasks require synergistic reasoning and acting capabilities. However, recent dual-system approaches, which separate high-level reasoning from low-level acting, often suffer from…

Robotics · Computer Science 2026-03-03 Fanqi Lin , Ruiqian Nai , Yingdong Hu , Jiacheng You , Junming Zhao , Yang Gao

Humanoid robots have shown success in locomotion and manipulation. Despite these basic abilities, humanoids are still required to quickly understand human instructions and react based on human interaction signals to become valuable…

Humans possess the innate ability to extract latent visuo-lingual cues to infer context through human interaction. During collaboration, this enables proactive prediction of the underlying intention of a series of tasks. In contrast,…

Robotics · Computer Science 2023-10-05 Pranay Mathur

Recent advances in Generative AI have transformed how users interact with data analysis through natural language interfaces. However, many systems rely too heavily on LLMs, creating risks of hallucination, opaque reasoning, and reduced user…

Human-Computer Interaction · Computer Science 2025-09-04 Ratanond Koonchanok , Alex Kale , Khairi Reda

Dialogue systems have the potential to change how people interact with machines but are highly dependent on the quality of the data used to train them. It is therefore important to develop good dialogue annotation tools which can improve…

Computation and Language · Computer Science 2019-11-06 Edward Collins , Nikolai Rozanov , Bingbing Zhang

Assistive robotic systems endeavour to support those with movement disabilities, enabling them to move again and regain functionality. Main issue with these systems is the complexity of their low-level control, and how to translate this to…

Robotics · Computer Science 2019-03-07 Ali Shafti , Pavel Orlov , A. Aldo Faisal

The ability to shop independently, especially in grocery stores, is important for maintaining a high quality of life. This can be particularly challenging for people with visual impairments (PVI). Stores carry thousands of products, with…

Robotics · Computer Science 2024-06-03 Shivendra Agrawal , Suresh Nayak , Ashutosh Naik , Bradley Hayes

Human-AI joint planning in Unmanned Aerial Vehicles (UAVs) typically relies on control handover when facing environmental uncertainties, which is often inefficient and cognitively demanding for non-expert operators. To address this, we…

Robotics · Computer Science 2026-03-10 Zeyu Fang , Beomyeol Yu , Cheng Liu , Zeyuan Yang , Rongqian Chen , Yuxin Lin , Mahdi Imani , Tian Lan

Collaboration between human and robot requires effective modes of communication to assign robot tasks and coordinate activities. As communication can utilize different modalities, a multi-modal approach can be more expressive than single…

Robotics · Computer Science 2023-12-01 A. Ekrekli , A. Angleraud , G. Sharma , R. Pieters

Multimodal large language models (MLLMs) are expected to jointly interpret vision, audio, and language, yet existing video benchmarks rarely assess fine-grained reasoning about human speech. Many tasks remain visually solvable or only…

Computer Vision and Pattern Recognition · Computer Science 2026-04-13 Le Thien Phuc Nguyen , Zhuoran Yu , Samuel Low Yu Hang , Subin An , Jeongik Lee , Yohan Ban , SeungEun Chung , Thanh-Huy Nguyen , JuWan Maeng , Soochahn Lee , Yong Jae Lee

Generalist robots that can perform a range of different tasks in open-world settings must be able to not only reason about the steps needed to accomplish their goals, but also process complex instructions, prompts, and even feedback during…

This paper considers a scenario where a robot and a human operator share the same workspace, and the robot is able to both carry out autonomous tasks and physically interact with the human in order to achieve common goals. In this context,…

Robotics · Computer Science 2021-06-15 Martina Lippi , Giuseppe Gillini , Alessandro Marino , Filippo Arrichiello

This work describes the development of a robotic system that acquires knowledge incrementally through human interaction where new tools and motions are taught on the fly. The robotic system developed was one of the five finalists in the…

Robotics · Computer Science 2019-03-01 Masood Dehghan , Zichen Zhang , Mennatullah Siam , Jun Jin , Laura Petrich , Martin Jagersand

Recent advances in large multimodal models have leveraged image-based tools with reinforcement learning to tackle visual problems. However, existing open-source approaches often exhibit monotonous reasoning patterns and allow only a limited…

Computer Vision and Pattern Recognition · Computer Science 2025-09-10 Xin Lai , Junyi Li , Wei Li , Tao Liu , Tianjian Li , Hengshuang Zhao

Navigating large and complex indoor environments, such as universities, airports, and hospitals, can be cognitively demanding and requires attention and effort. While mobile applications provide convenient navigation support, they occupy…

Human-Computer Interaction · Computer Science 2026-02-17 Dániel Szabó , Aku Visuri , Benjamin Tag , Simo Hosio

While Vision-Language-Action (VLA) models show strong generalizability in various tasks, real-world deployment of robotic policy still requires large-scale, high-quality human expert demonstrations. However, data collection via human…

Advancements at the intersection of computer vision and natural language processing are crucial for applications like assistive tech, multimedia querying, and robotics. This dissertation proposes novel architectures to improve intelligent…

Computer Vision and Pattern Recognition · Computer Science 2026-05-26 Van Quang Nguyen

Humanoid robots that act as human-robot interfaces equipped with social skills can assist people in many of their daily activities. Receptionist robots are one such application where social skills and appearance are of utmost importance.…

In deployment scenarios such as homes and warehouses, mobile robots are expected to autonomously navigate for extended periods, seamlessly executing tasks articulated in terms that are intuitively understandable by human operators. We…

Assistive robotic devices can be used to help people with upper body disabilities gaining more autonomy in their daily life. Although basic motions such as positioning and orienting an assistive robot gripper in space allow performance of…

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