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Probabilistic vehicle trajectory prediction is essential for robust safety of autonomous driving. Current methods for long-term trajectory prediction cannot guarantee the physical feasibility of predicted distribution. Moreover, their…

机器学习 · 计算机科学 2019-11-13 Chen Tang , Jianyu Chen , Masayoshi Tomizuka

Human-involved interactive environments pose significant challenges for autonomous vehicle decision-making processes due to the complexity and uncertainty of human behavior. It is crucial to develop an explainable and trustworthy…

机器人学 · 计算机科学 2024-09-25 Meiting Dang , Dezong Zhao , Yafei Wang , Chongfeng Wei

In end-to-end dialogue modeling and agent learning, it is important to (1) effectively learn knowledge from data, and (2) fully utilize heterogeneous information, e.g., dialogue act flow and utterances. However, the majority of existing…

计算与语言 · 计算机科学 2019-11-12 Zhuoxuan Jiang , Ziming Huang , Dong Sheng Li , Xian-Ling Mao

In a social system, the self-interest of agents can be detrimental to the collective good, sometimes leading to social dilemmas. To resolve such a conflict, a central designer may intervene by either redesigning the system or incentivizing…

机器学习 · 计算机科学 2020-10-28 Jiayang Li , Jing Yu , Yu Marco Nie , Zhaoran Wang

Understanding adaptive human driving behavior, in particular how drivers manage uncertainty, is of key importance for developing simulated human driver models that can be used in the evaluation and development of autonomous vehicles.…

机器人学 · 计算机科学 2023-11-14 Johan Engström , Ran Wei , Anthony McDonald , Alfredo Garcia , Matt O'Kelly , Leif Johnson

Effective inter-vehicle communication is fundamental to a decentralized traffic information system based on Vehicular Ad Hoc Networks (VANETs). To reflect the uncertainty of the information propagation, most of the existing work was…

网络与互联网体系结构 · 计算机科学 2015-12-15 Minming Ni , Jianping Pan , Miao Hu , Zhangdui Zhong

Uncertainty-aware prediction is essential for safe motion planning, especially when using learned models to forecast the behavior of surrounding agents. Conformal prediction is a statistical tool often used to produce uncertainty-aware…

系统与控制 · 电气工程与系统科学 2025-11-19 Allen Emmanuel Binny , Anushri Dixit

Vehicle platooning is considered as one of the key use cases for vehicle-to-vehicle (V2V) communications. However, its benefits can be realized only with highly reliable wireless transmission. As the 5.9GHz frequency band used for V2V…

网络与互联网体系结构 · 计算机科学 2022-11-08 Pawel Kryszkiewicz , Pawel Sroka , Michal Sybis , Adrian Kliks

We take the first step in using vehicle-to-vehicle (V2V) communication to provide real-time on-board traffic predictions. In order to best utilize real-world V2V communication data, we integrate first principle models with deep learning.…

机器学习 · 计算机科学 2021-04-13 Steven Wong , Lejun Jiang , Robin Walters , Tamás G. Molnár , Gábor Orosz , Rose Yu

Vehicular Ad hoc Network (VANET) is a new sort of wireless ad-hoc network. Vehicle-to-Vehicle (V2V) communication is one of the main communication paradigms that provide a level of safety and convenience to drivers and passengers on the…

网络与互联网体系结构 · 计算机科学 2021-05-11 Mahmoud Ali Al Shugran

How to behave efficiently and flexibly is a central problem for understanding biological agents and creating intelligent embodied AI. It has been well known that behavior can be classified as two types: reward-maximizing habitual behavior,…

机器学习 · 计算机科学 2024-07-09 Dongqi Han , Kenji Doya , Dongsheng Li , Jun Tani

We explore a new approach to radio resource allocation for vehicle-to-vehicle (V2V) communications in case of out-of-coverage areas that are delimited by network infrastructure. By collecting and predicting information such as vehicle…

网络与互联网体系结构 · 计算机科学 2019-04-30 Taylan Şahin , Mate Boban

In this paper we carry out a computational study of a novel microscopic follow-the-leader model for traffic flow on road networks. We assume that each driver has its own origin and destination, and wants to complete its journey in minimal…

最优化与控制 · 数学 2025-11-19 Emiliano Cristiani , Francesca L. Ignoto

We define a model of interactive communication where two agents with private types can exchange information before a game is played. The model contains Bayesian persuasion as a special case of a one-round communication protocol. We define…

计算机科学与博弈论 · 计算机科学 2021-06-07 Jieming Mao , Renato Paes Leme , Kangning Wang

Transparency and explainability are important features that responsible autonomous vehicles should possess, particularly when interacting with humans, and causal reasoning offers a strong basis to provide these qualities. However, even if…

人工智能 · 计算机科学 2025-11-18 Rhys Howard , Nick Hawes , Lars Kunze

For a foreseeable future, autonomous vehicles (AVs) will operate in traffic together with human-driven vehicles. Their planning and control systems need extensive testing, including early-stage testing in simulations where the interactions…

机器人学 · 计算机科学 2020-07-21 Ran Tian , Nan Li , Ilya Kolmanovsky , Yildiray Yildiz , Anouck Girard

In this paper, we address the much-anticipated deployment of connected and automated vehicles (CAVs) in society by modeling and analyzing the social-mobility dilemma in a game-theoretic approach. We formulate this dilemma as a normal-form…

计算机科学与博弈论 · 计算机科学 2021-01-05 Ioannis Vasileios Chremos , Logan Beaver , Andreas Malikopoulos

The huge research interest in cellular vehicle-to-everything (C-V2X) communications in recent days is attributed to their ability to schedule multiple access more efficiently as compared to its predecessor technology, i.e., dedicated…

网络与互联网体系结构 · 计算机科学 2021-01-27 Seungmo Kim , Byung-Jun Kim , B. Brian Park

This paper studies the problem of non-cooperative radio resource scheduling in a vehicle-to-vehicle communication network. The technical challenges lie in high vehicle mobility and data traffic variations. Over the discrete scheduling…

网络与互联网体系结构 · 计算机科学 2018-09-05 Xianfu Chen , Celimuge Wu , Mehdi Bennis , Zhifeng Zhao , Zhu Han

Planning for autonomous driving in complex, urban scenarios requires accurate prediction of the trajectories of surrounding traffic participants. Their future behavior depends on their route intentions, the road-geometry, traffic rules and…

机器人学 · 计算机科学 2018-08-29 Jens Schulz , Constantin Hubmann , Julian Löchner , Darius Burschka