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Explainable AI for safe and trustworthy autonomous driving: a systematic review
Artificial Intelligence (AI) shows promising applications for the perception and planning tasks
in autonomous driving (AD) due to its superior performance compared to conventional …
in autonomous driving (AD) due to its superior performance compared to conventional …
[HTML][HTML] Human-inspired autonomous driving: A survey
Autonomous vehicles promise to revolutionize society and improve the daily life of many,
making them a coveted aim for a vast research community. To enable complex reasoning in …
making them a coveted aim for a vast research community. To enable complex reasoning in …
What and when to explain? on-road evaluation of explanations in highly automated vehicles
Explanations in automated vehicles help passengers understand the vehicle's state and
capabilities, leading to increased trust in the technology. Specifically, for passengers of SAE …
capabilities, leading to increased trust in the technology. Specifically, for passengers of SAE …
From feature importance to natural language explanations using llms with rag
As machine learning becomes increasingly integral to autonomous decision-making
processes involving human interaction, the necessity of comprehending the model's outputs …
processes involving human interaction, the necessity of comprehending the model's outputs …
Advancing explainable autonomous vehicle systems: A comprehensive review and research roadmap
Given the uncertainty surrounding how existing explainability methods for autonomous
vehicles (AVs) meet the diverse needs of stakeholders, a thorough investigation is …
vehicles (AVs) meet the diverse needs of stakeholders, a thorough investigation is …
Towards 'Vision-Zero'in road traffic fatalities: the need for reasonable degrees of automation to complement human efforts in driving operation
A Mofolasayo - Systems, 2024 - mdpi.com
Human factors play a huge role in road traffic safety. Research has found that a huge
proportion of traffic crashes occur due to some form of human error. Improving road user …
proportion of traffic crashes occur due to some form of human error. Improving road user …
Testing autonomous vehicles and AI: perspectives and challenges from cybersecurity, transparency, robustness and fairness
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 …
Vehicles (AVs), examining the challenges introduced by AI components and the impact on …
TimelyTale: a multimodal dataset approach to assessing passengers' explanation demands in highly automated vehicles
Explanations in automated vehicles enhance passengers' understanding of vehicle decision-
making, mitigating negative experiences by increasing their sense of control. These …
making, mitigating negative experiences by increasing their sense of control. These …
Textual explanations for automated commentary driving
The provision of natural language explanations for the predictions of deep-learning-based
vehicle controllers is critical as it enhances transparency and easy audit. In this work, a state …
vehicle controllers is critical as it enhances transparency and easy audit. In this work, a state …
[HTML][HTML] A transparency paradox? Investigating the impact of explanation specificity and autonomous vehicle imperfect detection capabilities on passengers
Transparency in automated systems could be afforded through the provision of intelligible
explanations. While transparency is desirable, might it lead to catastrophic outcomes (such …
explanations. While transparency is desirable, might it lead to catastrophic outcomes (such …