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Given the uncertainty surrounding how existing explainability methods for autonomous vehicles (AVs) meet the diverse needs of stakeholders, a thorough investigation is imperative to determine the contexts requiring explanations and suitable…

Human-Computer Interaction · Computer Science 2024-04-02 Sule Tekkesinoglu , Azra Habibovic , Lars Kunze

Automated vehicles (AVs) are gradually becoming part of our daily lives. However, effective communication between road users and AVs remains a significant challenge. Although various external human-machine interfaces (eHMIs) have been…

Human-Computer Interaction · Computer Science 2025-11-19 Yuan Li , Xinyue Gui , Ding Xia , Mark Colley , Takeo Igarashi

One of the key factors determining whether autonomous vehicles (AVs) can be seamlessly integrated into existing traffic systems is their ability to interact smoothly and efficiently with human drivers and communicate their intentions. While…

Robotics · Computer Science 2024-09-05 Jiaqi Liu , Xiao Qi , Ying Ni , Jian Sun , Peng Hang

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…

Systems and Control · Electrical Eng. & Systems 2024-12-12 Abu Jafar Md Muzahid , Xiaopeng Zhao , Zhenbo Wang

Unresolved questions about how autonomous vehicles (AVs) should meet the informational needs of riders hinder real-world adoption. Complicating our ability to satisfy rider needs is that different people, goals, and driving contexts have…

Human-Computer Interaction · Computer Science 2025-04-25 Robert Kaufman

As autonomous vehicles enter public spaces, external human-machine interfaces are proposed to support communication with external road users. A decade of research has produced hundreds of studies and reviews, yet it remains unclear whether…

Human-Computer Interaction · Computer Science 2026-02-09 Tram Thi Minh Tran , Debargha Dey , Martin Tomitsch

The rise of autonomous systems in cities, such as automated vehicles (AVs), requires new approaches for prototyping and evaluating how people interact with those systems through context-based user interfaces, such as external human-machine…

Human-Computer Interaction · Computer Science 2024-06-14 Marius Hoggenmueller , Martin Tomitsch , Luke Hespanhol , Tram Thi Minh Tran , Stewart Worrall , Eduardo Nebot

Given pedestrians' vulnerability in road traffic, it remains unclear how novel AV appearances will impact pedestrians crossing behaviour. To address this gap, this study pioneers an investigation into the influence of AVs' exterior design,…

Human-Computer Interaction · Computer Science 2024-07-10 Wei Lyu , Yaqin Cao , Yi Ding , Jingyu Li , Kai Tian , Hui Zhang

The notion of symbiosis has been increasingly mentioned in research on physically coupled human-machine systems. Yet, a uniform specification on which aspects constitute human-machine symbiosis is missing. By combining the expertise of…

Automotive User Interface (AutoUI) is relatively a new discipline in the context of both Transportation Engineering and Human Machine Interaction (HMI). It covers various HMI aspects both inside and outside vehicle ranging from operating…

Human-Computer Interaction · Computer Science 2021-06-01 Gowdham Prabhakar , Pradipta Biswas

Many real-world applications of language models (LMs), such as writing assistance and code autocomplete, involve human-LM interaction. However, most benchmarks are non-interactive in that a model produces output without human involvement.…

Predicting the motion of other road agents enables autonomous vehicles to perform safe and efficient path planning. This task is very complex, as the behaviour of road agents depends on many factors and the number of possible future…

The evaluation of interactive machine learning systems remains a difficult task. These systems learn from and adapt to the human, but at the same time, the human receives feedback and adapts to the system. Getting a clear understanding of…

Artificial Intelligence · Computer Science 2018-01-25 Nadia Boukhelifa , Anastasia Bezerianos , Evelyne Lutton

Automated generalisation has known important improvements these last few years. However, an issue that still deserves more study concerns the automatic evaluation of generalised data. Indeed, many automated generalisation systems require…

Human-Computer Interaction · Computer Science 2012-04-20 Patrick Taillandier , Julien Gaffuri

Human-robot interactions (HRI) can be modeled as dynamic or differential games with incomplete information, where each agent holds private reward parameters. Due to the open challenge in finding perfect Bayesian equilibria of such games,…

Robotics · Computer Science 2020-11-05 Yi Chen , Lei Zhang , Tanner Merry , Sunny Amatya , Wenlong Zhang , Yi Ren

External Human-Machine Interfaces (eHMIs) are critical for seamless interactions between autonomous vehicles (AVs) and pedestrians in shared spaces. However, they often struggle to adapt to these environments, where pedestrian movement is…

Human-Computer Interaction · Computer Science 2025-03-10 Le Yue , Tram Thi Minh Tran , Xinyan Yu , Marius Hoggenmueller

This study proposes a method for qualitatively evaluating and designing human-like driver models for autonomous vehicles. While most existing research on human-likeness has been focused on quantitative evaluation, it is crucial to consider…

Robotics · Computer Science 2024-03-05 Jemin Woo , Changsun Ahn

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…

Human-Computer Interaction · Computer Science 2021-08-05 Janet Hui-wen Hsiao , Hilary Hei Ting Ngai , Luyu Qiu , Yi Yang , Caleb Chen Cao

Significant trends in the vehicle industry are autonomous driving, micromobility, electrification and the increased use of shared mobility solutions. These new vehicle automation and mobility classes lead to a larger number of occupant…

Dynamical Systems · Mathematics 2024-09-12 Niklas Fahse , Matthew Millard , Fabian Kempter , Steffen Maier , Michael Roller , Jörg Fehr

Modern industrial automatic machines and robotic cells are equipped with highly complex human-machine interfaces (HMIs) that often prevent human operators from an effective use of the automatic systems. In particular, this applies to…

Human-Computer Interaction · Computer Science 2017-06-27 Lorenzo Sabattini , Valeria Villani , Julia N. Czerniak , Alexander Mertens , Cesare Fantuzzi