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Artificial Intelligence (AI) is advancing at an unprecedented pace, with clear potential to enhance decision-making and productivity. Yet, the collaborative decision-making process between humans and AI remains underdeveloped, often falling…

Human-Computer Interaction · Computer Science 2025-04-10 Bowen Lou , Tian Lu , T. S. Raghu , Yingjie Zhang

Objective We model the dynamic trust of human subjects in a human-autonomy-teaming screen-based task. Background Trust is an emerging area of study in human-robot collaboration. Many studies have looked at the issue of robot performance as…

Human-Computer Interaction · Computer Science 2024-05-01 Jason Dekarske , Zhaodan Kong , Sanjay Joshi

With the booming of pre-trained transformers, representation-based models based on Siamese transformer encoders have become mainstream techniques for efficient text matching. However, these models suffer from severe performance degradation…

Computation and Language · Computer Science 2022-10-20 Dan Li , Yang Yang , Hongyin Tang , Jingang Wang , Tong Xu , Wei Wu , Enhong Chen

In this paper, we investigate how to achieve better visual grounding with modern vision-language transformers, and propose a simple yet powerful Selective Retraining (SiRi) mechanism for this challenging task. Particularly, SiRi conveys a…

Computer Vision and Pattern Recognition · Computer Science 2022-07-28 Mengxue Qu , Yu Wu , Wu Liu , Qiqi Gong , Xiaodan Liang , Olga Russakovsky , Yao Zhao , Yunchao Wei

Human-robot interaction (HRI) research is progressively addressing multi-party scenarios, where a robot interacts with more than one human user at the same time. Conversely, research is still at an early stage for human-robot collaboration.…

Machine Learning · Computer Science 2023-11-16 Francesco Semeraro , Jon Carberry , Angelo Cangelosi

For effective human-agent teaming, robots and other artificial intelligence (AI) agents must infer their human partner's abilities and behavioral response patterns and adapt accordingly. Most prior works make the unrealistic assumption that…

Robotics · Computer Science 2024-03-26 Manisha Natarajan , Chunyue Xue , Sanne van Waveren , Karen Feigh , Matthew Gombolay

A consensus report produced for the Air Force Research Laboratory (AFRL) by the National Academies of Sciences, Engineering, and Mathematics documented a prevalent and increasing desire to support human-Artificial Intelligence (AI) teaming…

Human-Computer Interaction · Computer Science 2023-09-08 James E. McCarthy , Lillian Asiala , LeeAnn Maryeski , Dawn Sillars

Social robots often rely on visual perception to understand their users and the environment. Recent advancements in data-driven approaches for computer vision have demonstrated great potentials for applying deep-learning models to enhance a…

Robotics · Computer Science 2024-03-07 Wangjie Zhong , Leimin Tian , Duy Tho Le , Hamid Rezatofighi

Testing robots requires assessing whether they perform their intended tasks correctly, dependably, and with high quality, a challenge known as the test oracle problem in software testing. Traditionally, this assessment relies on…

Software Engineering · Computer Science 2026-05-19 Prasun Saurabh , Pablo Valle , Aitor Arrieta , Shaukat Ali , Paolo Arcaini

In this paper we propose a novel virtual simulation-pilot engine for speeding up air traffic controller (ATCo) training by integrating different state-of-the-art artificial intelligence (AI) based tools. The virtual simulation-pilot engine…

Audio and Speech Processing · Electrical Eng. & Systems 2023-04-18 Juan Zuluaga-Gomez , Amrutha Prasad , Iuliia Nigmatulina , Petr Motlicek , Matthias Kleinert

In the complex manufacturing sector a considerable amount of resources are focused on developing new skills and training workers. In that context, increasing the effectiveness of those processes and reducing the investment required is an…

Human-Computer Interaction · Computer Science 2016-11-17 Mar Gonzalez-Franco , Julio Cermeron , Katie Li , Rodrigo Pizarro , Jacob Thorn , Windo Hutabarat , Ashutosh Tiwari , Pablo Bermell-Garcia

In human-agent teams, openly sharing goals is often assumed to enhance planning, collaboration, and effectiveness. However, direct communication of these goals is not always feasible, requiring teammates to infer their partner's intentions…

Artificial Intelligence · Computer Science 2025-05-07 Yotam Amitai , Reuth Mirsky , Ofra Amir

Robot-Assisted Therapy (RAT) has successfully been used in Human Robot Interaction (HRI) research by including social robots in health-care interventions by virtue of their ability to engage human users in both social and emotional…

Creating agents that can interact naturally with humans is a common goal in artificial intelligence (AI) research. However, evaluating these interactions is challenging: collecting online human-agent interactions is slow and expensive, yet…

Establishing common ground between an intelligent robot and a human requires communication of the robot's intention, behavior, and knowledge to the human to build trust and assure safety in a shared environment. This paper introduces SENSAR…

Robotics · Computer Science 2020-11-10 Andre Cleaver , Faizan Muhammad , Amel Hassan , Elaine Short , Jivko Sinapov

Training robots to perform complex control tasks from high-dimensional pixel input using reinforcement learning (RL) is sample-inefficient, because image observations are comprised primarily of task-irrelevant information. By contrast,…

Robotics · Computer Science 2024-10-22 Anthony Liang , Jesse Thomason , Erdem Bıyık

The role of robots is expanding from tool to collaborator. Socially assistive robots (SARs) are an example of collaborative robots that assist humans in the real world. As robots enter our social sphere, unforeseen risks occur during…

Computers and Society · Computer Science 2023-03-10 Jimin Rhim , Sonya S. Kwak , Angelica Lim , Jason Millar

As deep reinforcement learning driven by visual perception becomes more widely used there is a growing need to better understand and probe the learned agents. Understanding the decision making process and its relationship to visual inputs…

Computer Vision and Pattern Recognition · Computer Science 2019-04-03 Christian Rupprecht , Cyril Ibrahim , Christopher J. Pal

The combination of Visual Guidance and Extended Reality (XR) technology holds the potential to greatly improve the performance of human workforces in numerous areas, particularly industrial environments. Focusing on virtual assembly tasks…

Human-Computer Interaction · Computer Science 2023-08-08 Leon Pietschmann , Paul-David Zuercher , Erik Bubík , Zhutian Chen , Hanspeter Pfister , Thomas Bohné

We provide an experimental evaluation of a wearable augmented reality (AR) system we have developed for human-robot teams working on tasks requiring collaboration in shared physical workspace. Recent advances in AR technology have…

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