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相关论文: Advancing Explainable Autonomous Vehicle Systems: …

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When academic researchers develop and validate autonomous driving algorithms, there is a challenge in balancing high-performance capabilities with the cost and complexity of the vehicle platform. Much of today's research on autonomous…

The integration of Artificial Intelligence in the development of computer systems presents a new challenge: make intelligent systems explainable to humans. This is especially vital in the field of health and well-being, where transparency…

The capabilities of automated vehicles are advancing rapidly, yet achieving full autonomy remains a significant challenge, requiring ongoing human cognition in decision-making processes. Incorporating human cognition into control algorithms…

系统与控制 · 电气工程与系统科学 2024-12-12 Abu Jafar Md Muzahid , Xiaopeng Zhao , Zhenbo Wang

Growing interest in autonomous driving (AD) and intelligent vehicles (IVs) is fueled by their promise for enhanced safety, efficiency, and economic benefits. While previous surveys have captured progress in this field, a comprehensive and…

机器人学 · 计算机科学 2023-06-12 Long Chen , Siyu Teng , Bai Li , Xiaoxiang Na , Yuchen Li , Zixuan Li , Jinjun Wang , Dongpu Cao , Nanning Zheng , Fei-Yue Wang

Autonomous Vehicles (AVs) raise important social and ethical concerns, especially about accountability, dignity, and justice. We focus on the specific concerns arising from how AV technology will affect the lives and livelihoods of…

The increasing reliance on digital information necessitates advancements in conversational search systems, particularly in terms of information transparency. While prior research in conversational information-seeking has concentrated on…

信息检索 · 计算机科学 2024-05-07 Weronika Łajewska , Damiano Spina , Johanne Trippas , Krisztian Balog

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…

With recent advances in learning algorithms and hardware development, autonomous cars have shown promise when operating in structured environments under good driving conditions. However, for complex, cluttered and unseen environments with…

人工智能 · 计算机科学 2018-11-29 Junyao Guo , Unmesh Kurup , Mohak Shah

This paper provides a comprehensive review of the design and implementation of automatically generated assessment reports (AutoRs) for formative use in K-12 Science, Technology, Engineering, and Mathematics (STEM) classrooms. With the…

人机交互 · 计算机科学 2025-01-03 Ehsan Latif , Ying Chen , Xiaoming Zhai , Yue Yin

More recently, Explainable Artificial Intelligence (XAI) research has shifted to focus on a more pragmatic or naturalistic account of understanding, that is, whether the stakeholders understand the explanation. This point is especially…

人机交互 · 计算机科学 2021-08-05 Janet Hui-wen Hsiao , Hilary Hei Ting Ngai , Luyu Qiu , Yi Yang , Caleb Chen Cao

Autonomous Driving Systems (ADS) are critical dynamic reconfigurable agent systems whose specification and validation raises extremely challenging problems. The paper presents a multilevel semantic framework for the specification of ADS and…

多智能体系统 · 计算机科学 2021-09-15 Marius Bozga , Joseph Sifakis

Context: Demonstrating high reliability and safety for safety-critical systems (SCSs) remains a hard problem. Diverse evidence needs to be combined in a rigorous way: in particular, results of operational testing with other evidence from…

人工智能 · 计算机科学 2020-08-24 Xingyu Zhao , Kizito Salako , Lorenzo Strigini , Valentin Robu , David Flynn

Artificial Intelligence (AI) has become an integral part of domains such as security, finance, healthcare, medicine, and criminal justice. Explaining the decisions of AI systems in human terms is a key challenge--due to the high complexity…

人工智能 · 计算机科学 2019-11-25 Sheikh Rabiul Islam , William Eberle , Sheikh K. Ghafoor

Providing plausible responses to why questions is a challenging but critical goal for language based human-machine interaction. Explanations are challenging in that they require many different forms of abstract knowledge and reasoning.…

计算与语言 · 计算机科学 2019-06-05 Allen Nie , Erin D. Bennett , Noah D. Goodman

The advent of autonomous vehicles has heralded a transformative era in transportation, reshaping the landscape of mobility through cutting-edge technologies. Central to this evolution is the integration of Artificial Intelligence (AI) and…

机器学习 · 计算机科学 2024-02-29 Divya Garikapati , Sneha Sudhir Shetiya

Explanations given by automation are often used to promote automation adoption. However, it remains unclear whether explanations promote acceptance of automated vehicles (AVs). In this study, we conducted a within-subject experiment in a…

人机交互 · 计算机科学 2019-05-23 Na Du , Jacob Haspiel , Qiaoning Zhang , Dawn Tilbury , Anuj K. Pradhan , X. Jessie Yang , Lionel P. Robert

The design of autonomous vehicles (AVs) and the design of AV-enabled mobility systems are closely coupled. Indeed, knowledge about the intended service of AVs would impact their design and deployment process, whilst insights about their…

系统与控制 · 电气工程与系统科学 2021-03-09 Gioele Zardini , Nicolas Lanzetti , Mauro Salazar , Andrea Censi , Emilio Frazzoli , Marco Pavone

Automated driving systems (ADSs) promise a safe, comfortable and efficient driving experience. However, fatalities involving vehicles equipped with ADSs are on the rise. The full potential of ADSs cannot be realized unless the robustness of…

机器人学 · 计算机科学 2020-04-06 Ekim Yurtsever , Jacob Lambert , Alexander Carballo , Kazuya Takeda

Explainability of recommender systems has become essential to ensure users' trust and satisfaction. Various types of explainable recommender systems have been proposed including explainable graph-based recommender systems. This review paper…

信息检索 · 计算机科学 2025-10-22 Thanet Markchom , Huizhi Liang , James Ferryman

Artificial intelligence models encounter significant challenges due to their black-box nature, particularly in safety-critical domains such as healthcare, finance, and autonomous vehicles. Explainable Artificial Intelligence (XAI) addresses…

人工智能 · 计算机科学 2025-03-14 Melkamu Mersha , Khang Lam , Joseph Wood , Ali AlShami , Jugal Kalita