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Proactive decision support (PDS) helps in improving the decision making experience of human decision makers in human-in-the-loop planning environments. Here both the quality of the decisions and the ease of making them are enhanced. In this…

Human-Computer Interaction · Computer Science 2016-06-28 Satya Gautam Vadlamudi , Tathagata Chakraborti , Yu Zhang , Subbarao Kambhampati

Augmented Reality (AR) technologies are redefining how we perceive and interact with the world by seamlessly integrating digital elements into our physical surroundings. These technologies offer personalized experiences and transform…

Human-Computer Interaction · Computer Science 2025-10-28 You-Jin Kim

DeepSeek-R1 has demonstrated powerful reasoning capabilities in the text domain through stable reinforcement learning (RL). Recently, in the multimodal domain, works have begun to directly apply RL to generate R1-like free-form reasoning…

Computer Vision and Pattern Recognition · Computer Science 2025-12-04 Chuming Shen , Wei Wei , Xiaoye Qu , Yu Cheng

Recent years have seen an increasing amount of work on embodied AI agents that can perform tasks by following human language instructions. However, most of these agents are reactive, meaning that they simply learn and imitate behaviors…

Artificial Intelligence · Computer Science 2022-10-25 Yichi Zhang , Jianing Yang , Jiayi Pan , Shane Storks , Nikhil Devraj , Ziqiao Ma , Keunwoo Peter Yu , Yuwei Bao , Joyce Chai

Thanks to the remarkable human-like capabilities of machine learning (ML) models in perceptual and cognitive tasks, frameworks integrating ML within rational agent architectures are gaining traction. Yet, the landscape remains fragmented…

Artificial Intelligence · Computer Science 2025-10-24 Andrea Agiollo , Andrea Omicini

Artificial intelligence (AI)-driven augmented reality (AR) systems are becoming increasingly integrated into daily life, and with this growth comes a greater need for explainability in real-time user interactions. Traditional explainable AI…

Human-Computer Interaction · Computer Science 2025-12-22 Ripan Kumar Kundu , Istiak Ahmed , Khaza Anuarul Hoque

The challenges of robotic software testing extend beyond conventional software testing. Valid, realistic and interesting tests need to be generated for multiple programs and hardware running concurrently, deployed into dynamic environments…

Robotics · Computer Science 2021-04-13 Dejanira Araiza-Illan , Anthony G. Pipe , Kerstin Eder

In this position paper, we propose researching the combination of Augmented Reality (AR) and Artificial Intelligence (AI) to support conversations, inspired by the interfaces of dialogue systems commonly found in videogames. AR-capable…

Human-Computer Interaction · Computer Science 2025-03-10 Julián Méndez , Marc Satkowski

Taking into account the drivers' state is a major challenge for designing new advanced driver assistance systems. In this paper we present a driver assistance system strongly coupled to the user. DAARIA 1 stands for Driver Assistance by…

Human-Computer Interaction · Computer Science 2012-09-28 Paul George , Indira Thouvenin , Vincent Fremont , Véronique Cherfaoui

Delivering intelligent and adaptive navigation assistance in augmented reality (AR) requires more than visual cues, as it demands systems capable of interpreting flexible user intent and reasoning over both spatial and semantic context.…

Human-Computer Interaction · Computer Science 2025-08-26 Hsuan-Kung Yang , Tsu-Ching Hsiao , Ryoichiro Oka , Ryuya Nishino , Satoko Tofukuji , Norimasa Kobori

Explainable Artificial Intelligence (XAI) systems, including intelligent agents, must be able to explain their internal decisions, behaviours and reasoning that produce their choices to the humans (or other systems) with which they…

Artificial Intelligence · Computer Science 2020-09-15 Mariela Morveli-Espinoza , Ayslan Possebom , Cesar Augusto Tacla

The development of Artificial Intelligence (AI) has enabled agentic robots an appealing paradigm for various applications, such as research and rescue in complex environment. In this context, the next wireless communication technology…

Systems and Control · Electrical Eng. & Systems 2026-03-24 Longyu Zhou , Supeng Leng , Tianhao Liang , Jianping Yao

Assistive robot arms try to help their users perform everyday tasks. One way robots can provide this assistance is shared autonomy. Within shared autonomy, both the human and robot maintain control over the robot's motion: as the robot…

Robotics · Computer Science 2024-02-19 Ananth Jonnavittula , Shaunak A. Mehta , Dylan P. Losey

One of the main issues in Imitation Learning is the erroneous behavior of an agent when facing out-of-distribution situations, not covered by the set of demonstrations given by the expert. In this work, we tackle this problem by introducing…

Robotics · Computer Science 2020-11-20 Norman Di Palo , Edward Johns

Wizard of Oz (WoZ) as a prototyping method has been used to simulate intelligent user interfaces, particularly for speech-based systems. However, as our societies' expectations on artificial intelligence (AI) grows, the question remains…

Human-Computer Interaction · Computer Science 2023-04-19 Siying Hu , Hen Chen Yen , Ziwei Yu , Mingjian Zhao , Katie Seaborn , Can Liu

In-person small-group conversations play a crucial role in everyday life; however, facilitating effective group interaction can be challenging, as the real-time nature demands full attention, offers no opportunity for revision, and requires…

Human-Computer Interaction · Computer Science 2026-05-19 Shaoze Zhou , Diana Nelly Rivera Rodriguez , Pedro Remior , Joaquin Frangi , Lingyao Li , Renkai Ma , Janet G. Johnson , Christine Lisetti , Chen Chen

The human-robot interaction (HRI) field has traditionally used Wizard-of-Oz (WoZ) controlled robots to explore navigation, conversational dynamics, human-in-the-loop interactions, and more to explore appropriate robot behaviors in everyday…

Robotics · Computer Science 2025-09-03 Felipe Arias-Russi , Yuanchen Bai , Angelique Taylor

The growing adoption of augmented and virtual reality (AR and VR) technologies in industrial training and on-the-job assistance has created new opportunities for intelligent, context-aware support systems. As workers perform complex tasks…

Human-Computer Interaction · Computer Science 2025-11-18 Mahya Qorbani , Kamran Paynabar , Mohsen Moghaddam

Recent studies have begun to explore proactive large language model (LLM) agents that provide unobtrusive assistance by automatically leveraging contextual information, such as in code editing and in-app suggestions. However, most focus on…

Artificial Intelligence · Computer Science 2026-05-08 Bufang Yang , Lilin Xu , Liekang Zeng , Yunqi Guo , Siyang Jiang , Wenrui Lu , Kaiwei Liu , Yixuan Li , Xiaofan Jiang , Guoliang Xing , Zhenyu Yan

In this paper, we present our approach, called SATIS (Semantically AnnotaTed Intentions for Services), relying on intentional process modeling and semantic web technologies and models, to assist collaboration among the members of a…

Computers and Society · Computer Science 2015-04-01 Isabelle Mirbel , Pierre Crescenzo