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Long-term Human-Robot Collaboration (HRC) is crucial for enabling flexible manufacturing systems and integrating companion robots into daily human environments over extended periods. This paper identifies several key challenges for such…

Robotics · Computer Science 2025-02-05 Peiqi Yu , Abulikemu Abuduweili , Ruixuan Liu , Changliu Liu

Modern industrial automatic machines and robotic cells are equipped with highly complex human-machine interfaces (HMIs) that often prevent human operators from an effective use of the automatic systems. In particular, this applies to…

Human-Computer Interaction · Computer Science 2017-06-27 Lorenzo Sabattini , Valeria Villani , Julia N. Czerniak , Alexander Mertens , Cesare Fantuzzi

As global discourse on AI regulation gains momentum, this paper focuses on delineating the impact of ML on autonomy and fostering awareness. Respect for autonomy is a basic principle in bioethics that establishes persons as decision-makers.…

Computers and Society · Computer Science 2025-10-23 Paula Subías-Beltrán , Oriol Pujol , Itziar de Lecuona

Effective collaboration between humans and AI-based systems requires effective modeling of the human in the loop, both in terms of the mental state as well as the physical capabilities of the latter. However, these models can also open up…

Artificial Intelligence · Computer Science 2018-01-31 Tathagata Chakraborti , Subbarao Kambhampati

Large language model (LLM)-based AI agents are increasingly capable of complex clinical reasoning and may soon participate in medical decision-making with limited or no real-time human oversight. This shift raises fundamental questions…

Computers and Society · Computer Science 2026-03-17 Tom Bisson , Henriette Voelker , Sanddhya Jayabalan , A John Iafrate , Jakob N Kather , Jochen K Lennerz

Most recent software related accidents have been system accidents. To validate the absence of system hazards concerning dysfunctional interactions, industrials call for approaches of modeling system safety requirements and interaction…

Software Engineering · Computer Science 2016-11-17 Zhe Chen , Gilles Motet

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-robot collaboration requires informed anticipation. The robot must anticipate the human's actions, but also react quickly and intuitively when its predictions are wrong. The robot must plan its actions to account for the…

Robotics · Computer Science 2020-09-07 Adam Fishman , Chris Paxton , Wei Yang , Dieter Fox , Byron Boots , Nathan Ratliff

Medical errors, defined as unintended acts either of omission or commission that cause the failure of medical actions, are the third leading cause of death in the United States. The application of autonomy and robotics can alleviate some…

Robotics · Computer Science 2024-10-28 Yihao Liu , Amir Kheradmand , Mehran Armand

Control science is a core representative of the third industrial revolution and is so important to modern civilization. Control systems are the main subject of control science and may involve many aspects of consideration, such as hardware…

Systems and Control · Electrical Eng. & Systems 2026-05-19 Hao Li

The automation of High-Level Context (HLC) reasoning across intelligent systems at scale is imperative because of the unceasing accumulation of contextual data, the trend of the fusion of data from multiple sources (e.g., sensors,…

Artificial Intelligence · Computer Science 2024-11-11 Songhui Yue , Xiaoyan Hong , Randy K. Smith

While artificial-intelligence-based methods suffer from lack of transparency, rule-based methods dominate in safety-critical systems. Yet, the latter cannot compete with the first ones in robustness to multiple requirements, for instance,…

Artificial Intelligence · Computer Science 2022-02-01 Andrei Aksjonov , Ville Kyrki

This paper addresses the challenge of operationalizing ethics in autonomous systems through runtime enforcement. It first conceptualizes the system's ethical space and outlines a structured ethics assurance process. Building on this…

Software Engineering · Computer Science 2026-04-07 Martina De Sanctis , Gianluca Filippone , Paola Inverardi , Raffaela Mirandola , Sara Pettinari , Patrizia Scandurra

How can humans stay in control of advanced artificial intelligence systems? One proposal is corrigibility, which requires the agent to follow the instructions of a human overseer, without inappropriately influencing them. In this paper, we…

Artificial Intelligence · Computer Science 2023-06-01 Ryan Carey , Tom Everitt

This work evaluates and analyzes the combination of imitation learning (IL) and differentiable model predictive control (MPC) for the application of human-like autonomous driving. We combine MPC with a hierarchical learning-based policy,…

Robotics · Computer Science 2023-06-27 Flavia Sofia Acerbo , Jan Swevers , Tinne Tuytelaars , Tong Duy Son

Broad application of human-machine interaction (HMI) demands advanced and human-centered control designs for the machine's automation. Human natural motor action shows stochastic behavior, which has so far not been respected in HMI control…

Systems and Control · Electrical Eng. & Systems 2024-08-19 Sean Kille , Balint Varga , Sören Hohmann

Computer vision approaches are widely used by autonomous robotic systems to sense the world around them and to guide their decision making as they perform diverse tasks such as collision avoidance, search and rescue, and object…

We present a reinforcement learning based framework for human-centered collaborative systems. The framework is proactive and balances the benefits of timely actions with the risk of taking improper actions by minimizing the total time spent…

Robotics · Computer Science 2020-07-03 Ali Ghadirzadeh , Xi Chen , Wenjie Yin , Zhengrong Yi , Mårten Björkman , Danica Kragic

In this paper we propose an Intelligent Management System which is capable of managing the automobile functions using the rigorous real-time principles and a multicore processor in order to realize higher efficiency and safety for the…

Hardware Architecture · Computer Science 2016-09-08 Vaidehi. M. , T. R. Gopalakrishnan Nair

In the intelligent era, the interaction between humans and intelligent systems fundamentally involves collaboration with autonomous intelligent agents. Human-AI Collaboration (HAC) represents a novel type of human-machine relationship…

Human-Computer Interaction · Computer Science 2025-05-29 Qi Gao , Wei Xu , Hanxi Pan , Mowei Shen , Zaifeng Gao