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From its inception, AI has had a rather ambivalent relationship to humans---swinging between their augmentation and replacement. Now, as AI technologies enter our everyday lives at an ever increasing pace, there is a greater need for AI…

Artificial Intelligence · Computer Science 2019-10-17 Subbarao Kambhampati

The field of Human-Robot Collaboration (HRC) has seen a considerable amount of progress in recent years. Thanks in part to advances in control and perception algorithms, robots have started to work in increasingly unstructured environments,…

Robotics · Computer Science 2022-02-15 Olivier Mangin , Alessandro Roncone , Brian Scassellati

Human-AI teams play a pivotal role in improving overall system performance when neither the human nor the model can achieve such performance on their own. With the advent of powerful and accessible Generative AI models, several mundane…

Artificial Intelligence · Computer Science 2026-05-12 Pranavkumar Mallela , Vinay Kumar , Shashi Shekhar Jha , Shweta Jain

Many researchers motivate explainable AI with studies showing that human-AI team performance on decision-making tasks improves when the AI explains its recommendations. However, prior studies observed improvements from explanations only…

Artificial Intelligence · Computer Science 2021-01-14 Gagan Bansal , Tongshuang Wu , Joyce Zhou , Raymond Fok , Besmira Nushi , Ece Kamar , Marco Tulio Ribeiro , Daniel S. Weld

People frequently face challenging decision-making problems in which outcomes are uncertain or unknown. Artificial intelligence (AI) algorithms exist that can outperform humans at learning such tasks. Thus, there is an opportunity for AI…

Artificial Intelligence · Computer Science 2018-12-27 Ravi Pandya , Sandy H. Huang , Dylan Hadfield-Menell , Anca D. Dragan

A significant element of human cooperative intelligence lies in our ability to identify opportunities for fruitful collaboration; and conversely to recognise when the task at hand is better pursued alone. Research on flexible cooperation in…

Multiagent Systems · Computer Science 2026-03-10 Max Taylor-Davies , Neil Bramley , Christopher G. Lucas

This paper proposes a novel representation to support computing metrics that help understanding and improving in real-time a team's behavior during problem solving in real-life. Even though teams are important in modern activities, there is…

Computation and Language · Computer Science 2023-10-31 Alex Doboli

Multi-drone systems have become transformative technologies across various industries, offering innovative applications. However, despite significant advancements, their autonomous capabilities remain inherently limited. As a result, human…

Human-Computer Interaction · Computer Science 2025-02-26 Hodaya Barr , Dror Levy , Ariel Rosenfeld , Oleg Maksimov , Sarit Kraus

As robotic technology advances, the barriers to the coexistence of humans and robots are slowly coming down. Application domains like elderly care, collaborative manufacturing, collaborative manipulation, etc., are considered the need of…

Robotics · Computer Science 2020-04-24 Yeshasvi Tirupachuri

Zero-shot human-AI coordination holds the promise of collaborating with humans without human data. Prevailing methods try to train the ego agent with a population of partners via self-play. However, these methods suffer from two problems:…

Artificial Intelligence · Computer Science 2023-05-23 Xingzhou Lou , Jiaxian Guo , Junge Zhang , Jun Wang , Kaiqi Huang , Yali Du

This paper introduces A2C, a multi-stage collaborative decision framework designed to enable robust decision-making within human-AI teams. Drawing inspiration from concepts such as rejection learning and learning to defer, A2C incorporates…

Human-Computer Interaction · Computer Science 2024-01-29 Shahroz Tariq , Mohan Baruwal Chhetri , Surya Nepal , Cecile Paris

Artificial intelligence (AI) has revolutionized human cognitive abilities and facilitated the development of new AI entities capable of interacting with humans in both physical and virtual environments. Despite the existence of virtual…

Human-Computer Interaction · Computer Science 2024-01-30 Zhenliang Zhang , Zeyu Zhang , Ziyuan Jiao , Yao Su , Hangxin Liu , Wei Wang , Song-Chun Zhu

We present SmartWalkCoach, a mobile AI companion that supports the full walking journey: from pre-walk planning to in-walk guidance through to post-walk reflection. Addressing a gap between map navigation and motivational coaching,…

Human-Computer Interaction · Computer Science 2026-05-15 Xianzhe Zhang , Mingxuan Hu , Bufan Xue , Erick Purwanto , Thomas J Selig , Daniel Yonto

Artificial Intelligence (AI) is poised to transform healthcare delivery through revolutionary advances in clinical decision support and diagnostic capabilities. While human expertise remains foundational to medical practice, AI-powered…

Human-robot teaming offers great potential because of the opportunities to combine strengths of heterogeneous agents. However, one of the critical challenges in realizing an effective human-robot team is efficient information exchange -…

Robotics · Computer Science 2019-09-17 Jason M. Gregory , Christopher Reardon , Kevin Lee , Geoffrey White , Ki Ng , Caitlyn Sims

Recent advances in machine learning have led to growing interest in Explainable AI (xAI) to enable humans to gain insight into the decision-making of machine learning models. Despite this recent interest, the utility of xAI techniques has…

Artificial Intelligence · Computer Science 2022-09-09 Rohan Paleja , Muyleng Ghuy , Nadun Ranawaka Arachchige , Reed Jensen , Matthew Gombolay

Coordinated teamwork is essential in fast-paced decision-making environments that require dynamic adaptation, often without an opportunity for explicit communication. Although implicit coordination has been extensively considered in the…

Artificial Intelligence · Computer Science 2025-09-12 Thuy Ngoc Nguyen , Anita Williams Woolley , Cleotilde Gonzalez

The concept of a Human-AI team has gained increasing attention in recent years. For effective collaboration between humans and AI teammates, proactivity is crucial for close coordination and effective communication. However, the design of…

Artificial Intelligence · Computer Science 2023-06-21 Matthias Kraus , Ron Riekenbrauck , Wolfgang Minker

Traditional employment usually provides mechanisms for workers to improve their skills to access better opportunities. However, crowd work platforms like Amazon Mechanical Turk (AMT) generally do not support skill development (i.e.,…

Human-Computer Interaction · Computer Science 2018-11-14 Chun-Wei Chiang , Anna Kasunic , Saiph Savage

This paper introduces HARMONIC, a cognitive-robotic architecture designed for robots in human-robotic teams. HARMONIC supports semantic perception interpretation, human-like decision-making, and intentional language communication. It…