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One of the main research areas in Artificial Intelligence is the coding of agents (programs) which are able to learn by themselves in any situation. This means that agents must be useful for purposes other than those they were created for,…

Artificial Intelligence · Computer Science 2011-02-04 Javier Insa-Cabrera , Jose Hernandez-Orallo

This paper addresses the topic of robustness under sensing noise, ambiguous instructions, and human-robot interaction. We take a radically different tack to the issue of reliable embodied AI: instead of focusing on formal verification…

Robotics · Computer Science 2026-01-13 Kenneth Kwok , Basura Fernando , Qianli Xu , Vigneshwaran Subbaraju , Dongkyu Choi , Boon Kiat Quek

The BARN (Benchmark Autonomous Robot Navigation) Challenge took place at the 2022 IEEE International Conference on Robotics and Automation (ICRA 2022) in Philadelphia, PA. The aim of the challenge was to evaluate state-of-the-art autonomous…

Artificial intelligence (AI) has been advancing at a fast pace and it is now poised for deployment in a wide range of applications, such as autonomous systems, medical diagnosis and natural language processing. Early adoption of AI…

Machine Learning · Computer Science 2023-09-21 Marta Kwiatkowska , Xiyue Zhang

This report presents the debates, posters, and discussions of the Sim2Real workshop held in conjunction with the 2020 edition of the "Robotics: Science and System" conference. Twelve leaders of the field took competing debate positions on…

In recent years, Artificial Intelligence techniques have emerged as useful tools for solving various engineering problems that were not possible or convenient to handle by traditional methods. AI has directly influenced many areas of…

Robotics · Computer Science 2014-07-02 Erik Cuevas , Daniel Zaldivar , Marco Perez- , Marte Ramirez

Robots capable of performing manipulation tasks in a broad range of missions in unstructured environments can develop numerous applications to impact and enhance human life. Existing work in robot learning has shown success in applying…

Robotics · Computer Science 2023-08-29 S. Reza Ahmadzadeh

Robotics in Australia have a long history of conforming with safety standards and risk managed practices. This chapter articulates the current state of trust and safety in robotics including society's expectations, safety management systems…

Robots of the future are going to exhibit increasingly human-like and super-human intelligence in a myriad of different tasks. They are also likely going to fail and be incompliant with human preferences in increasingly subtle ways. Towards…

Robotics · Computer Science 2021-10-13 Homanga Bharadhwaj

Modern scientific discovery increasingly requires coordinating distributed facilities and heterogeneous resources, forcing researchers to act as manual workflow coordinators rather than scientists. Advances in AI leading to AI agents show…

Artificial Intelligence · Computer Science 2025-09-15 Woong Shin , Renan Souza , Daniel Rosendo , Frédéric Suter , Feiyi Wang , Prasanna Balaprakash , Rafael Ferreira da Silva

Rapid advances in large language models and agentic AI are driving the emergence of the Internet of Agents (IoA), a paradigm where billions of autonomous software and embodied agents interact, coordinate, and collaborate to accomplish…

Networking and Internet Architecture · Computer Science 2026-03-13 Shaolong Guo , Yuntao Wang , Zhou Su , Yanghe Pan , Qinnan Hu , Tom H. Luan

The rapid deployment of autonomous AI agents creates urgent challenges around authorization, accountability, and access control in digital spaces. New standards are needed to know whom AI agents act on behalf of and guide their use…

Computers and Society · Computer Science 2025-01-17 Tobin South , Samuele Marro , Thomas Hardjono , Robert Mahari , Cedric Deslandes Whitney , Dazza Greenwood , Alan Chan , Alex Pentland

Autonomous systems are highly complex and present unique challenges for the application of formal methods. Autonomous systems act without human intervention, and are often embedded in a robotic system, so that they can interact with the…

Logic in Computer Science · Computer Science 2021-10-25 Marie Farrell , Matt Luckcuck

We present a rigorous, human-in-the-loop evaluation framework for assessing the performance of AI agents on the task of Air Traffic Control, grounded in a regulator-certified simulator-based curriculum used for training and testing…

Human-Computer Interaction · Computer Science 2026-01-13 Ben Carvell , Marc Thomas , Andrew Pace , Christopher Dorney , George De Ath , Richard Everson , Nick Pepper , Adam Keane , Samuel Tomlinson , Richard Cannon

Effective human-AI collaboration for physical task completion has significant potential in both everyday activities and professional domains. AI agents equipped with informative guidance can enhance human performance, but evaluating such…

Computer Vision and Pattern Recognition · Computer Science 2025-07-25 Filippos Bellos , Yayuan Li , Cary Shu , Ruey Day , Jeffrey M. Siskind , Jason J. Corso

Agentic AI systems -- Large Language Models (LLMs) augmented with planning, tool use, memory, and long-horizon interactions -- can execute complex tasks autonomously, but their multi-step trajectories introduce new failure modes that…

Artificial Intelligence · Computer Science 2026-05-26 Jinhu Qi , Muzhi Li , Jiahong Liu , Yuqin Shu , Dianzhi Yu , Shicheng Ma , Wenqian Cui , Yiyang Zhao , Yiyi Chen , Ruoxi Jiang , Irwin King , Zenglin Xu

Concerns about the risks and harms posed by artificial intelligence (AI) have resulted in significant study into algorithmic transparency, giving rise to a sub-field known as Explainable AI (XAI). Unfortunately, despite a decade of…

Computers and Society · Computer Science 2024-12-23 Andrew Bell , Julia Stoyanovich

This workshop aimed for a deeper exploration of trust and acceptance in human-robot interaction (HRI) from a multidisciplinary perspective including robots' capabilities of sensing and perceiving other agents, the environment, and…

Robotics · Computer Science 2021-08-20 Alessandra Rossi , Patrick Holthaus , Sílvia Moros , Marcus Scheunemann , Gabriella Lakatos

We present a suite of reinforcement learning environments illustrating various safety properties of intelligent agents. These problems include safe interruptibility, avoiding side effects, absent supervisor, reward gaming, safe exploration,…

Machine Learning · Computer Science 2017-11-29 Jan Leike , Miljan Martic , Victoria Krakovna , Pedro A. Ortega , Tom Everitt , Andrew Lefrancq , Laurent Orseau , Shane Legg

This volume is the proceedings of the 5th International Symposium on New Frontiers in Human-Robot Interaction, held at the AISB Convention 2016, which took place on the 5th and 6th of April 2016, in Sheffield, U.K. Organised by Maha Salem…

Robotics · Computer Science 2016-06-09 Maha Salem , Astrid Weiss , Paul Baxter , Kerstin Dautenhahn