Explainable ai for safe and trustworthy autonomous driving: A systematic review

A Kuznietsov, B Gyevnar, C Wang, S Peters… - arXiv preprint arXiv …, 2024 - arxiv.org
Artificial Intelligence (AI) shows promising applications for the perception and planning tasks
in autonomous driving (AD) due to its superior performance compared to conventional …

Advancing Explainable Autonomous Vehicle Systems: A Comprehensive Review and Research Roadmap

S Tekkesinoglu, A Habibovic, L Kunze - arXiv preprint arXiv:2404.00019, 2024 - arxiv.org
Given the uncertainty surrounding how existing explainability methods for autonomous
vehicles (AVs) meet the diverse needs of stakeholders, a thorough investigation is …

Work with AI and Work for AI: Autonomous Vehicle Safety Drivers' Lived Experiences

M Chu, K Zong, X Shu, J Gong, Z Lu, K Guo… - Proceedings of the …, 2023 - dl.acm.org
The development of Autonomous Vehicle (AV) has created a novel job, the safety driver,
recruited from experienced drivers to supervise and operate AV in numerous driving …

Anomaly diagnosis of connected autonomous vehicles: A survey

Y Fang, H Min, X Wu, W Wang, X Zhao… - Information …, 2024 - Elsevier
Connected autonomous vehicles (CAVs) are revolutionizing the development of
transportation due to their potential to improve transportation performance in many ways …

Deep reinforcement learning for multi-agent interaction

IH Ahmed, C Brewitt, I Carlucho… - Ai …, 2022 - content.iospress.com
The development of autonomous agents which can interact with other agents to accomplish
a given task is a core area of research in artificial intelligence and machine learning …

Causal explanations for sequential decision-making in multi-agent systems

B Gyevnar, C Wang, CG Lucas, SB Cohen… - arXiv preprint arXiv …, 2023 - arxiv.org
We present CEMA: Causal Explanations in Multi-Agent systems; a framework for creating
causal natural language explanations of an agent's decisions in dynamic sequential multi …

Explainable Artificial Intelligence for Intelligent Transportation Systems: Are We There Yet?

A Adadi, A Bouhoute - Explainable Artificial Intelligence for …, 2023 - taylorfrancis.com
(AI) and Machine Learning (ML) are set to revolutionize all industries, Intelligent
Transportation Systems (ITS) field is no exception. However, being a safety-critical system …

Scenario-based Accelerated Testing for SOTIF in Autonomous Driving: A Review

L Tang, R Wang, Z Liu, Y Liang, Y Niu… - IEEE Internet of …, 2024 - ieeexplore.ieee.org
The development of intelligent driving systems has drawn significant attention to enhancing
the safety of autonomous vehicles and their intended functionality. Despite this, current …

[PDF][PDF] Get your act together: a comparative view on transparency in the AI act and technology

B Gyevnar, N Ferguson, B Schafer - arXiv preprint arXiv …, 2023 - researchgate.net
The European Union has proposed the Artificial Intelligence Act which introduces a
proportional risk-based approach to AI regulation including detailed requirements for …

Towards Trustworthy Autonomous Systems via Conversations and Explanations

B Gyevnar - Proceedings of the AAAI Conference on Artificial …, 2024 - ojs.aaai.org
Autonomous systems fulfil an increasingly important role in our societies, however, AI-
powered systems have seen less success over the years, as they are expected to tackle a …