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One of the bottlenecks of automated driving technologies is safe and socially acceptable interactions with human-driven vehicles, for example during merging. Driver models that provide accurate predictions of joint and individual driver…

人机交互 · 计算机科学 2023-12-18 Olger Siebinga , Arkady Zgonnikov , David Abbink

It is expected that autonomous vehicles(AVs) and heterogeneous human-driven vehicles(HVs) will coexist on the same road. The safety and reliability of AVs will depend on their social awareness and their ability to engage in complex social…

机器人学 · 计算机科学 2025-12-11 Rodolfo Valiente , Behrad Toghi , Mahdi Razzaghpour , Ramtin Pedarsani , Yaser P. Fallah

Autonomous agents that drive on roads shared with human drivers must reason about the nuanced interactions among traffic participants. This poses a highly challenging decision making problem since human behavior is influenced by a multitude…

机器人学 · 计算机科学 2023-03-30 Salar Arbabi , Davide Tavernini , Saber Fallah , Richard Bowden

As semi-autonomous vehicles (AVs) become prevalent, drivers must collaborate with AI systems whose decision-making processes remain opaque. This study examines how drivers of AVs develop folk theories to interpret algorithmic behavior that…

人机交互 · 计算机科学 2026-02-10 Yehuda Perry , Tawfiq Ammari

Optimizing traffic dynamics in an evolving transportation landscape is crucial, particularly in scenarios where autonomous vehicles (AVs) with varying levels of autonomy coexist with human-driven cars. While optimizing Reinforcement…

Many intelligent transportation systems are multi-agent systems, i.e., both the traffic participants and the subsystems within the transportation infrastructure can be modeled as interacting agents. The use of AI-based methods to achieve…

人工智能 · 计算机科学 2021-11-09 Mingxi Cheng , Junyao Zhang , Shahin Nazarian , Jyotirmoy Deshmukh , Paul Bogdan

Autonomous driving has attracted significant attention from both academia and industries, which is expected to offer a safer and more efficient driving system. However, current autonomous driving systems are mostly based on a single…

计算机视觉与模式识别 · 计算机科学 2025-04-16 Senkang Hu , Zhengru Fang , Yiqin Deng , Xianhao Chen , Yuguang Fang

Considering that human-driven vehicles and autonomous vehicles (AVs) will coexist on roads in the future for a long time, how to merge AVs into human drivers traffic ecology and minimize the effect of AVs and their misfit with human…

机器人学 · 计算机科学 2020-09-24 Peng Hang , Chen Lv , Yang Xing , Chao Huang , Zhongxu Hu

Autonomous driving systems remain brittle in rare, ambiguous, and out-of-distribution scenarios, where human driver succeed through contextual reasoning. Shared autonomy has emerged as a promising approach to mitigate such failures by…

机器人学 · 计算机科学 2025-11-07 Phat Nguyen , Erfan Aasi , Shiva Sreeram , Guy Rosman , Andrew Silva , Sertac Karaman , Daniela Rus

Semi-autonomous driving, as it is already available today and will eventually become even more accessible, implies the need for driver and automation system to reliably work together in order to ensure safe driving. A particular challenge…

人工智能 · 计算机科学 2023-08-31 Jakob Suchan , Jan-Patrick Osterloh

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,…

人机交互 · 计算机科学 2025-03-21 Ana Tanevska , Katie Winkle , Ginevra Castellano

Shared control allows the human driver to collaborate with an assistive driving system while retaining the ability to make decisions and take control if necessary. However, human-vehicle teaming and planning are challenging due to…

机器人学 · 计算机科学 2024-03-19 Yuhan Zhao , Quanyan Zhu

We present a novel approach for risk-aware planning with human agents in multi-agent traffic scenarios. Our approach takes into account the wide range of human driver behaviors on the road, from aggressive maneuvers like speeding and…

机器人学 · 计算机科学 2022-05-03 Rohan Chandra , Mingyu Wang , Mac Schwager , Dinesh Manocha

Lane change for autonomous vehicles (AVs) is an important but challenging task in complex dynamic traffic environments. Due to difficulties in guarantee safety as well as a high efficiency, AVs are inclined to choose relatively conservative…

机器人学 · 计算机科学 2022-01-27 Zihao Sheng , Lin Liu , Shibei Xue , Dezong Zhao , Min Jiang , Dewei Li

Traffic simulation has gained a lot of interest for quantitative evaluation of self driving vehicles performance. In order for a simulator to be a valuable test bench, it is required that the driving policy animating each traffic agent in…

机器学习 · 计算机科学 2022-08-10 Yann Koeberle , Stefano Sabatini , Dzmitry Tsishkou , Christophe Sabourin

A driving algorithm that aligns with good human driving practices, or at the very least collaborates effectively with human drivers, is crucial for developing safe and efficient autonomous vehicles. In practice, two main approaches are…

多智能体系统 · 计算机科学 2026-02-10 Zhihao Zhang , Keith Redmill , Chengyang Peng , Bowen Weng

Effective collaboration between humans and AI-based systems requires effective modeling of the human in the loop, both in terms of the mental state as well as the physical capabilities of the latter. However, these models can also open up…

人工智能 · 计算机科学 2018-01-31 Tathagata Chakraborti , Subbarao Kambhampati

Highly automated, cooperative driving vehicles will allow for a more fluid flow of traffic, resulting in more efficient, eco-friendly and safe traffic situations. The automotive industry however, is safety critical and current safety…

系统与控制 · 电气工程与系统科学 2019-12-05 Joakim Oscarsson , Max Stolz-Sundnes , Naveen Mohan , Viacheslav Izosimov

To construct effective teaming strategies between humans and AI systems in complex, risky situations requires an understanding of individual preferences and behaviors of humans. Previously this problem has been treated in case-specific or…

人机交互 · 计算机科学 2022-11-24 Jonathan A. DeCastro , Deepak Gopinath , Guy Rosman , Emily Sumner , Shabnam Hakimi , Simon Stent

Autonomous vehicles are more likely to be accepted if they drive accurately, comfortably, but also similar to how human drivers would. This is especially true when autonomous and human-driven vehicles need to share the same road. The main…

计算机视觉与模式识别 · 计算机科学 2019-03-27 Simon Hecker , Dengxin Dai , Luc Van Gool