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Despite the recent advancements in artificial intelligence technologies have shown great potential in improving transport efficiency and safety, autonomous vehicles(AVs) still face great challenge of driving in time-varying traffic flow,…

Artificial Intelligence · Computer Science 2025-06-18 Xiao Wang , Junru Yu , Jun Huang , Qiong Wu , Ljubo Vacic , Changyin Sun

Autonomous vehicles (AV) are becoming a part of humans' everyday life. There are numerous pilot projects of driverless public buses; some car manufacturers deliver their premium-level automobiles with advanced self-driving features. Thus,…

Cryptography and Security · Computer Science 2021-07-02 Mariia Bakhtina , Raimundas Matulevičius

Building effective, enjoyable, and safe autonomous vehicles is a lot harder than has historically been considered. The reason is that, simply put, an autonomous vehicle must interact with human beings. This interaction is not a robotics…

Artificial Intelligence · Computer Science 2018-10-04 Lex Fridman

Despite the advances in the autonomous driving domain, autonomous vehicles (AVs) are still inefficient and limited in terms of cooperating with each other or coordinating with vehicles operated by humans. A group of autonomous and…

Robotics · Computer Science 2022-04-06 Behrad Toghi , Rodolfo Valiente , Dorsa Sadigh , Ramtin Pedarsani , Yaser P. Fallah

Trajectory prediction is one of the key components of the autonomous driving software stack. Accurate prediction for the future movement of surrounding traffic participants is an important prerequisite for ensuring the driving efficiency…

Robotics · Computer Science 2023-05-17 Wenbo Shao , Jun Li , Hong Wang

The end-to-end learning pipeline is gradually creating a paradigm shift in the ongoing development of highly autonomous vehicles (AVs), largely due to advances in deep learning, the availability of large-scale training datasets, and…

Robotics · Computer Science 2025-05-30 Shahin Atakishiyev , Mohammad Salameh , Randy Goebel

Developments in autonomous vehicles (AVs) are rapidly advancing and will in the next 20 years become a central part to our society. However, especially in the early stages of deployment, there is expected to be incidents involving AVs. In…

Systems and Control · Electrical Eng. & Systems 2022-12-19 James E. Pickering , Keith J. Burnham

With the increasing presence of autonomous SAE level 3 and level 4, which incorporate artificial intelligence software, along with the complex technical challenges they present, it is essential to maintain a high level of functional safety…

Software Engineering · Computer Science 2024-12-13 Vikas Vyas , Zheyuan Xu

Generative Artificial Intelligence (GAI) and the idea to use hierarchical models has been around for some years now. GAI has proved to be an extremely useful tool for Autonomous Vehicles (AVs). AVs need to perform robustly in their…

Systems and Control · Electrical Eng. & Systems 2025-01-22 Diomidis Katzourakis

Control design of autonomous vehicles (AVs) has mostly focused on achieving a prespecified goal for an individually controlled AV or for a swarm of cooperatively controlled AVs. However, the impact of autonomous driving on human-driven…

Systems and Control · Electrical Eng. & Systems 2024-01-02 Shian Wang

The rapid advancement of artificial intelligence and autonomous driving technologies has significantly propelled the development of autonomous vehicles (AVs). However, psychological barriers continue to impede widespread AV adoption,…

Human-Computer Interaction · Computer Science 2025-10-09 Yandika Sirgabsou , Benjamin Hardin , François Leblanc , Efi Raili , Pericle Salvini , David Jackson , Marina Jirotka , Lars Kunze

Connected Autonomous Vehicles (CAVs) are widely expected to improve traffic safety and efficiency by exploiting information from surrounding vehicles via V2V communication. A CAV typically adapts its speed based on information from the…

Systems and Control · Electrical Eng. & Systems 2023-04-05 Mohit Garg , Mélanie Bouroche

As large models evolve from conversational assistants into autonomous agents, challenges increasingly arise from long-horizon decision making, tool use, and real environment interaction. Existing agenticinfrastructure remain fragmented…

Learning enabled autonomous systems provide increased capabilities compared to traditional systems. However, the complexity of and probabilistic nature in the underlying methods enabling such capabilities present challenges for current…

Software Engineering · Computer Science 2023-01-03 Christian Ellis , Maggie Wigness , Lance Fiondella

Connected Autonomous Vehicles (CAVs) operate in dynamic, open, and multi-domain networks, rendering them vulnerable to various threats. Trust Management Systems (TMS) systematically organize essential steps in the trust mechanism,…

Artificial Intelligence · Computer Science 2025-05-14 Qian Xu , Lei Zhang , Yixiao Liu

Artificial Intelligence (AI) shows promising applications for the perception and planning tasks in autonomous driving (AD) due to its superior performance compared to conventional methods. However, inscrutable AI systems exacerbate the…

Robotics · Computer Science 2024-11-12 Anton Kuznietsov , Balint Gyevnar , Cheng Wang , Steven Peters , Stefano V. Albrecht

Autonomous Vehicles (AVs) are complex systems that drive in uncertain environments and potentially navigate unforeseeable situations. Safety of these systems requires not only an absence of malfunctions but also high performance of…

Robotics · Computer Science 2021-05-11 Anne Collin , Artur Bilka , Scott Pendleton , Radboud Duintjer Tebbens

With the rapid advancement of autonomous vehicle (AV) technology, AVs are progressively seen as interactive agents with some level of autonomy, as well as some context-dependent social features. This introduces new challenges and questions,…

Human-Computer Interaction · Computer Science 2025-03-21 Ana Tanevska , Katie Winkle , Ginevra Castellano

This paper presents a conceptual and operational framework for developing and operating safe and trustworthy AI agents based on a Three-Pillar Model grounded in transparency, accountability, and trustworthiness. Building on prior work in…

Computers and Society · Computer Science 2026-01-13 Edward C. Cheng , Jeshua Cheng , Alice Siu

This study explores the complexities of integrating Artificial Intelligence (AI) into Autonomous Vehicles (AVs), examining the challenges introduced by AI components and the impact on testing procedures, focusing on some of the essential…