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Related papers: Robot Metacognition: Decision Making with Confiden…

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Metacognition--the capacity to monitor and evaluate one's own knowledge and performance--is foundational to human decision-making, learning, and communication. As large language models (LLMs) become increasingly embedded in both high-stakes…

Artificial Intelligence · Computer Science 2025-10-14 Mark Steyvers , Megan A. K. Peters

Understanding human perceptions of robot performance is crucial for designing socially intelligent robots that can adapt to human expectations. Current approaches often rely on surveys, which can disrupt ongoing human-robot interactions. As…

In a world where ideas flow freely between people across multiple platforms, we often find ourselves relying on others' information without an objective standard to judge whether those opinions are accurate. The present study tests an…

Social and Information Networks · Computer Science 2019-03-27 Niccolo Pescetelli , Nick Yeung

Algorithmic assurances from advanced autonomous systems assist human users in understanding, trusting, and using such systems appropriately. Designing these systems with the capacity of assessing their own capabilities is one approach to…

Machine Learning · Computer Science 2019-01-10 Brett W Israelsen , Nisar R Ahmed , Eric Frew , Dale Lawrence , Brian Argrow

We posit that embodied artificial intelligence is not only a computational, but also a materials problem. While the importance of material and structural properties in the control loop are well understood, materials can take an active role…

Robotics · Computer Science 2018-01-01 Nikolaus Correll , Christoffer Heckman

The foundation of successful human collaboration is deeply rooted in the principles of fairness. As robots are increasingly prevalent in various parts of society where they are working alongside groups and teams of humans, their ability to…

Robotics · Computer Science 2024-06-03 Houston Claure

In this paper, we identify challenges in children's current information retrieval process, and propose conversational robots as an opportunity to ease this process in a responsible way. Tools children currently use in this process, such as…

Information Retrieval · Computer Science 2021-06-16 T. Beelen , E. Velner , R. Ordelman , K. P. Truong , V. Evers , T. Huibers

Endowing robots with the human ability to learn a growing set of skills over the course of a lifetime as opposed to mastering single tasks is an open problem in robot learning. While multi-task learning approaches have been proposed to…

Robotics · Computer Science 2023-09-19 Muhammad Burhan Hafez , Stefan Wermter

In robotics, one of the main challenges is that the on-board Artificial Intelligence (AI) must deal with different or unexpected environments. Such AI agents may be incompetent there, while the underlying model itself may not be aware of…

Robotics · Computer Science 2020-05-05 Gertjan J. Burghouts , Albert Huizing , Mark A. Neerincx

In AI-assisted decision-making, it is crucial but challenging for humans to appropriately rely on AI, especially in high-stakes domains such as finance and healthcare. This paper addresses this problem from a human-centered perspective by…

Human-Computer Interaction · Computer Science 2025-02-21 Takehiro Takayanagi , Ryuji Hashimoto , Chung-Chi Chen , Kiyoshi Izumi

Humans have internal models of robots (like their physical capabilities), the world (like what will happen next), and their tasks (like a preferred goal). However, human internal models are not always perfect: for example, it is easy to…

Robotics · Computer Science 2023-01-04 Ran Tian , Masayoshi Tomizuka , Anca Dragan , Andrea Bajcsy

Generative AI research increasingly confronts a shared problem: systems must sustain yet govern their own generative activity when uncertainty is high, evidence is missing, or context is insufficient. This position paper argues that…

Neurons and Cognition · Quantitative Biology 2026-05-26 Eugene Yu Ji , Igor Grossmann , Amir-Hossein Karimi

Social robots are increasingly being explored as tools to support emotional wellbeing, particularly in non-clinical settings. Drawing on a range of empirical studies and practical deployments, this paper outlines six key insights that…

Robotics · Computer Science 2025-06-17 Guy Laban , Micol Spitale , Minja Axelsson , Nida Itrat Abbasi , Hatice Gunes

The theoretical ability of modular robots to reconfigure in response to complex tasks in a priori unknown environments has frequently been cited as an advantage and remains a major motivator for work in the field. We present a modular robot…

Robotics · Computer Science 2018-12-14 Jonathan Daudelin , Gangyuan Jing , Tarik Tosun , Mark Yim , Hadas Kress-Gazit , Mark Campbell

Trust plays a central role in human--robot collaboration, yet its formation is rarely examined under the constraints of fully autonomous interaction. This pilot study investigated how interaction policy influences trust during in-person…

Robotics · Computer Science 2026-03-18 Shauna Heron , Meng Cheng Lau

Recent breakthroughs in artificial intelligence (AI) have brought about increasingly capable systems that demonstrate remarkable abilities in reasoning, language understanding, and problem-solving. These advancements have prompted a renewed…

Artificial Intelligence · Computer Science 2025-07-01 Xiaojian Li , Haoyuan Shi , Rongwu Xu , Wei Xu

A key challenge to understanding self-awareness has been a principled way of quantifying whether an intelligent system has a concept of a "self", and if so how to differentiate the "self" from other cognitive structures. We propose that the…

Robotics · Computer Science 2026-04-27 Adidev Jhunjhunwala , Judah Goldfeder , Hod Lipson

Complementary collaboration between humans and AI is essential for human-AI decision making. One feasible approach to achieving it involves accounting for the calibrated confidence levels of both AI and users. However, this process would…

Human-Computer Interaction · Computer Science 2025-12-08 Jingshu Li , Yitian Yang , Q. Vera Liao , Junti Zhang , Yi-Chieh Lee

How can intelligent machines assess their competency to complete a task? This question has come into focus for autonomous systems that algorithmically make decisions under uncertainty. We argue that machine self-confidence -- a form of…

Artificial Intelligence · Computer Science 2025-04-16 Brett W. Israelsen , Nisar R. Ahmed , Matthew Aitken , Eric W. Frew , Dale A. Lawrence , Brian M. Argrow

Beyond representing the external world, humans also represent their own cognitive processes. In the context of perception, this metacognition helps us identify unreliable percepts, such as when we recognize that we are seeing an illusion.…

Artificial Intelligence · Computer Science 2020-12-01 Marlene Berke , Mario Belledonne , Julian Jara-Ettinger