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We summarize our efforts to date in developing a framework for generating succinct human-understandable competency self-assessments in terms of machine self confidence, i.e. a robot's self-trust in its functional abilities to accomplish…

Artificial Intelligence · Computer Science 2022-03-24 Brett W. Israelsen , Nisar Ahmed

Intelligent robots and machines are becoming pervasive in human populated environments. A desirable capability of these agents is to respond to goal-oriented commands by autonomously constructing task plans. However, such autonomy can add…

Artificial Intelligence · Computer Science 2016-04-14 Yu Zhang , Sarath Sreedharan , Anagha Kulkarni , Tathagata Chakraborti , Hankz Hankui Zhuo , Subbarao Kambhampati

Robotic agents that share autonomy with a human should leverage human domain knowledge and account for their preferences when completing a task. This extra knowledge can dramatically improve plan efficiency and user-satisfaction, but these…

Robotics · Computer Science 2018-05-22 Rosario Scalise , Yonatan Bisk , Maxwell Forbes , Daqing Yi , Yejin Choi , Siddhartha Srinivasa

A growing field in robotics and Artificial Intelligence (AI) research is human-robot collaboration, whose target is to enable effective teamwork between humans and robots. However, in many situations human teams are still superior to…

Robotics · Computer Science 2017-11-27 Giovanni Saponaro , Lorenzo Jamone , Alexandre Bernardino , Giampiero Salvi

In this paper I present a practical approach for coupling machine learning (ML) algorithms with knowledge bases (KB) ontology formalism. The lack of availability of prior knowledge in dynamic scenarios is without doubt a major barrier for…

Robotics · Computer Science 2024-07-04 Osama F. Zaki

Situationally-aware artificial agents operating with competence in natural environments face several challenges: spatial awareness, object affordance detection, dynamic changes and unpredictability. A critical challenge is the agent's…

Robotics · Computer Science 2025-07-29 Mihai Pomarlan , Stefano De Giorgis , Rachel Ringe , Maria M. Hedblom , Nikolaos Tsiogkas

Ontologies formalise how the concepts from a given domain are interrelated. Despite their clear potential as a backbone for explainable AI, existing ontologies tend to be highly incomplete, which acts as a significant barrier to their more…

Artificial Intelligence · Computer Science 2021-05-12 Steven Schockaert , Yazmín Ibáñez-García , Víctor Gutiérrez-Basulto

The concept of autonomy is key to the IoT vision promising increasing integration of smart services and systems minimizing human intervention. This vision challenges our capability to build complex open trustworthy autonomous systems. We…

Systems and Control · Computer Science 2018-11-27 Joseph Sifakis

Service robots are complex, heterogeneous, software intensive systems built from components. Recent robotics research trends mainly address isolated capabilities on functional level. Non-functional properties, such as responsiveness or…

Robotics · Computer Science 2016-01-12 Alex Lotz , Arne Hamann , Ingo Lütkebohle , Dennis Stampfer , Matthias Lutz , Christian Schlegel

Mutual understanding of artificial agents' decisions is key to ensuring a trustworthy and successful human-robot interaction. Hence, robots are expected to make reasonable decisions and communicate them to humans when needed. In this…

Robotics · Computer Science 2026-03-18 Alberto Olivares-Alarcos , Sergi Foix , Júlia Borràs , Gerard Canal , Guillem Alenyà

Autonomous robots need to be able to adapt to unforeseen situations and to acquire new skills through trial and error. Reinforcement learning in principle offers a suitable methodological framework for this kind of autonomous learning.…

Robotics · Computer Science 2016-08-02 Nikolas J. Hemion

The topic of joint actions has been deeply studied in the context of Human-Human interaction in order to understand how humans cooperate. Creating autonomous robots that collaborate with humans is a complex problem, where it is relevant to…

Robotics · Computer Science 2016-03-03 Sandra Devin , Grégoire Milliez , Michelangelo Fiore , Aurélie Clodic , Rachid Alami

Autonomous agents are increasingly expected to operate in complex, dynamic, and uncertain environments, performing tasks such as manipulation, navigation, and decision-making. Achieving these capabilities requires agents to understand the…

Robotics · Computer Science 2025-11-11 Peng-Fei Zhang , Ying Cheng , Xiaofan Sun , Shijie Wang , Fengling Li , Lei Zhu , Heng Tao Shen

The research community is puzzled with words like skill, action, atomic unit and others when describing robots' capabilities. However, for giving the possibility to integrate capabilities in industrial scenarios, a standardization of these…

Robotics · Computer Science 2024-08-28 Matteo Pantano , Thomas Eiband , Dongheui Lee

To bring robots into human everyday life, their capacity for social interaction must increase. One way for robots to acquire social skills is by assigning them the concept of identity. This research focuses on the concept of…

Robotics · Computer Science 2024-05-24 Amar Halilovic , Senka Krivic

Successful human-robot cooperation hinges on each agent's ability to process and exchange information about the shared environment and the task at hand. Human communication is primarily based on symbolic abstractions of object properties,…

Machine Learning · Statistics 2017-01-24 Andrea Baisero , Stefan Otte , Peter Englert , Marc Toussaint

This paper introduces collaborating robots which provide the possibility of enhanced task performance, high reliability and decreased. Collaborating-bots are a collection of mobile robots able to self-assemble and to self-organize in order…

Neural and Evolutionary Computing · Computer Science 2012-12-27 M. A. El-Dosuky , M. Z. Rashad , T. T. Hamza , A. H. EL-Bassiouny

This article describes a novel approach to expand in run-time the knowledge base of an Artificial Conversational Agent. A technique for automatic knowledge extraction from the user's sentence and four methods to insert the new acquired…

Robotics · Computer Science 2022-03-09 Lucrezia Grassi , Carmine Tommaso Recchiuto , Antonio Sgorbissa

An important tradition in philosophy holds that in order to successfully perform a joint action, the participants must be capable of establishing commitments on joint goals and shared plans. This suggests that social robotics should endow…

Robotics · Computer Science 2019-09-24 Victor Fernandez Castro , Aurelie Clodic , Rachid Alami , Elisabeth Pacherie

Evaluations of generative models are now ubiquitous, and their outcomes critically shape public and scientific expectations of AI's capabilities. Yet skepticism about their reliability continues to grow. How can we know that a reported…

Artificial Intelligence · Computer Science 2026-05-19 Nathanael Jo , Ashia Wilson