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Related papers: Autonomics: In Search of a Foundation for Next Gen…

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Autonomous systems use independent decision-making with only limited human intervention to accomplish goals in complex and unpredictable environments. As the autonomy technologies that underpin them continue to advance, these systems will…

Autonomous systems are emerging in many application domains. With the recent advancements in artificial intelligence and machine learning, sensor technology, perception algorithms and robotics, scenarios previously requiring strong human…

Cryptography and Security · Computer Science 2023-12-05 Mohammad Hamad , Sebastian Steinhorst

Achieving greater autonomy in automation systems is crucial for handling unforeseen situations effectively. However, this remains challenging due to technological limitations and the complexity of real-world environments. This paper…

Computational Engineering, Finance, and Science · Computer Science 2025-07-08 Johannes Sigel , Daniel Dittler , Nasser Jazdi , Michael Weyrich

For autonomous vehicles, safe navigation in complex environments depends on handling a broad range of diverse and rare driving scenarios. Simulation- and scenario-based testing have emerged as key approaches to development and validation of…

Testing of autonomous systems is extremely important as many of them are both safety-critical and security-critical. The architecture and mechanism of such systems are fundamentally different from traditional control software, which appears…

Software Engineering · Computer Science 2021-03-15 Qunying Song , Emelie Engström , Per Runeson

Recent advances in foundation models (FMs), including large language models (LLMs), vision-language models (VLMs), and world models, have opened new opportunities for autonomous driving systems (ADSs) in perception, reasoning,…

Software Engineering · Computer Science 2026-04-03 Xiongfei Wu , Mingfei Cheng , Xiaoning Ren , Qiang Hu , Jianlang Chen , Yuheng Huang , Maxime Cordy , Yao Zhang , Xiaofei Xie , Lei Ma , Yves Le Traon

Autonomous driving vehicles provide a vast potential for realizing use cases in the on-road and off-road domains. Consequently, remarkable solutions exist to autonomous systems' environmental perception and control. Nevertheless, proof of…

Robotics · Computer Science 2024-03-29 Patrick Wolf

A new generation of increasingly autonomous and self-learning embodied systems is about to be developed. When deploying embodied systems into a real-life context we face various engineering challenges, as it is crucial to coordinate the…

Artificial Intelligence · Computer Science 2022-04-27 Harald Rueß

A close partnership between people and partially autonomous machines has enabled decades of space exploration. But to further expand our horizons, our systems must become more capable. Increasing the nature and degree of autonomy - allowing…

As software becomes increasingly pervasive in critical domains like autonomous driving, new challenges arise, necessitating rethinking of system engineering approaches. The gradual takeover of all critical driving functions by autonomous…

Software Engineering · Computer Science 2023-08-22 Dasa Kusnirakova , Barbora Buhnova

Autonomous vehicles have a great potential in the application of both civil and military fields, and have become the focus of research with the rapid development of science and economy. This article proposes a brief review on learning-based…

Robotics · Computer Science 2021-07-05 Qi Liu , Xueyuan Li , Shihua Yuan , Zirui Li

After decades of uninterrupted progress and growth, information technology has so evolved that it can be said we are entering the age of autonomous machines, but there exist many roadblocks in the way of making this a reality. In this…

Robotics · Computer Science 2021-06-29 Shaoshan Liu , Jean-Luc Gaudiot

Long-term autonomy of robotic systems implicitly requires dependable platforms that are able to naturally handle hardware and software faults, problems in behaviors, or lack of knowledge. Model-based dependable platforms additionally…

Robotics · Computer Science 2022-07-21 Stalin Muñoz Gutiérrez , Gerald Steinbauer-Wagner

A computational system is called autonomous if it is able to make its own decisions, or take its own actions, without human supervision or control. The capability and spread of such systems have reached the point where they are beginning to…

The increasing complexity and unpredictability of many ICT scenarios let us envision that future systems will have to dynamically learn how to act and adapt to face evolving situations with little or no a priori knowledge, both at the level…

Artificial Intelligence · Computer Science 2021-10-05 Marco Lippi , Stefano Mariani , Matteo Martinelli , Franco Zambonelli

Autonomous systems require identifying the environment and it has a long way to go before putting it safely into practice. In autonomous driving systems, the detection of obstacles and traffic lights are of importance as well as lane…

Robotics · Computer Science 2021-06-30 Namig Aliyev , Oguzhan Sezer , Mehmet Turan Guzel

In the rapidly evolving landscape of autonomous driving, the capability to accurately predict future events and assess their implications is paramount for both safety and efficiency, critically aiding the decision-making process. World…

Machine Learning · Computer Science 2024-05-08 Yanchen Guan , Haicheng Liao , Zhenning Li , Jia Hu , Runze Yuan , Yunjian Li , Guohui Zhang , Chengzhong Xu

With their potential to significantly reduce traffic accidents, enhance road safety, optimize traffic flow, and decrease congestion, autonomous driving systems are a major focus of research and development in recent years. Beyond these…

Robotics · Computer Science 2024-11-18 Xu Wang , Mohammad Ali Maleki , Muhammad Waqar Azhar , Pedro Trancoso

With the increasing complexity of software permeating critical domains such as autonomous driving, new challenges are emerging in the ways the engineering of these systems needs to be rethought. Autonomous driving is expected to continue…

Software Engineering · Computer Science 2023-03-17 Dasa Kusnirakova , Barbora Buhnova

The challenge of establishing assurance in autonomy is rapidly attracting increasing interest in the industry, government, and academia. Autonomy is a broad and expansive capability that enables systems to behave without direct control by a…

Computers and Society · Computer Science 2020-10-28 Ufuk Topcu , Nadya Bliss , Nancy Cooke , Missy Cummings , Ashley Llorens , Howard Shrobe , Lenore Zuck
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