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Learning communication strategies in cooperative multi-agent reinforcement learning (MARL) has recently attracted intensive attention. Early studies typically assumed a fully-connected communication topology among agents, which induces high…

多智能体系统 · 计算机科学 2023-05-24 Xuefeng Wang , Xinran Li , Jiawei Shao , Jun Zhang

The significance of vehicle-to-everything (V2X) communications has been ever increased as connected and autonomous vehicles get more emergent in practice. The key challenge is the dynamicity: each vehicle needs to recognize the frequent…

系统与控制 · 电气工程与系统科学 2020-04-07 Seungmo Kim , Byung-Jun Kim

Vehicle-to-Everything (V2X) communication is expected to accomplish a long-standing goal of the Connected and Autonomous Vehicle (CAV) community to bring connected vehicles to roads on a large scale. A major challenge, and perhaps the…

网络与互联网体系结构 · 计算机科学 2023-12-04 Ghayoor Shah , Mahdi Zaman , Md Saifuddin , Behrad Toghi , Yaser Fallah

Vehicle-to-everything (V2X) communication enables vehicles, roadside vulnerable users, and infrastructure facilities to communicate in an ad-hoc fashion. Cellular V2X (C-V2X), which was introduced in the 3rd generation partnership project…

网络与互联网体系结构 · 计算机科学 2018-10-30 Behrad Toghi , Md Saifuddin , Hossein Nourkhiz Mahjoub , M. O. Mughal , Yaser P. Fallah , Jayanthi Rao , Sushanta Das

Recent progress in large language model (LLM)-based multi-agent collaboration highlights the power of structured communication in enabling collective intelligence. However, existing methods largely rely on static or graph-based inter-agent…

人工智能 · 计算机科学 2025-11-04 Song Wang , Zhen Tan , Zihan Chen , Shuang Zhou , Tianlong Chen , Jundong Li

Recent advancements in V2X communications have greatly increased the flexibility of the physical and medium access control (MAC) layers. This increases the complexity when investigating the system from a network perspective to evaluate the…

网络与互联网体系结构 · 计算机科学 2022-10-25 Wu Zhuofei , Stefania Bartoletti , Vincent Martinez , Alessandro Bazzi

Autonomous Driving (AD) systems rely on AI components to make safety and correct driving decisions. Unfortunately, today's AI algorithms are known to be generally vulnerable to adversarial attacks. However, for such AI component-level…

Communication technologies enable coordination among connected and autonomous vehicles (CAVs). However, it remains unclear how to utilize shared information to improve the safety and efficiency of the CAV system in dynamic and complicated…

机器人学 · 计算机科学 2023-03-15 Zhili Zhang , Songyang Han , Jiangwei Wang , Fei Miao

Vehicle-to-vehicle (V2V) communication is a key component of the future autonomous driving systems. V2V can provide an improved awareness of the surrounding environment, and the knowledge about the future actions of nearby vehicles.…

网络与互联网体系结构 · 计算机科学 2017-10-03 Vladimir Savic , Elad M. Schiller , Marina Papatriantafilou

Connected autonomous vehicles (CAVs) rely on vision-based deep neural networks (DNNs) and low-latency (Vehicle-to-Everything) V2X communication to navigate safely and efficiently. Despite their advances, these systems remain vulnerable to…

计算机视觉与模式识别 · 计算机科学 2025-12-24 Md Nahid Hasan Shuvo , Moinul Hossain

Vehicle-to-everything (V2X) communication technology is revolutionizing transportation by enabling interactions between vehicles, devices, and infrastructures. This connectivity enhances road safety, transportation efficiency, and driver…

信号处理 · 电气工程与系统科学 2024-10-29 Lorenzo Mancini , Safwan Labbi , Karim Abed Meraim , Fouzi Boukhalfa , Alain Durmus , Paul Mangold , Eric Moulines

Connected automated vehicles (CAV), which incorporate vehicle-to-vehicle (V2V) communication into their motion planning, are expected to provide a wide range of benefits for individual and overall traffic flow. A frequent constraint or…

Learned communication makes multi-agent systems more effective by aggregating distributed information. However, it also exposes individual agents to the threat of erroneous messages they might receive. In this paper, we study the setting…

计算机视觉与模式识别 · 计算机科学 2020-11-11 Nicholas Vadivelu , Mengye Ren , James Tu , Jingkang Wang , Raquel Urtasun

Vision-Language-Action (VLA) models are emerging as a promising paradigm for end-to-end autonomous driving, valued for their potential to leverage world knowledge and reason about complex driving scenes. However, existing methods suffer…

计算机视觉与模式识别 · 计算机科学 2026-03-03 Xinyang Wang , Qian Liu , Wenjie Ding , Zhao Yang , Wei Li , Chang Liu , Bailin Li , Kun Zhan , Xianpeng Lang , Wei Chen

Vehicle-to-vehicle (V2V) cooperative autonomous driving holds great promise for improving safety by addressing the perception and prediction uncertainties inherent in single-agent systems. However, traditional cooperative methods are…

计算机视觉与模式识别 · 计算机科学 2025-03-12 Changxing Liu , Genjia Liu , Zijun Wang , Jinchang Yang , Siheng Chen

Cooperative Adaptive Cruise Control (CACC) is an autonomous vehicle-following technology that allows groups of vehicles on the highway to form in tightly-coupled platoons. This is accomplished by exchanging inter-vehicle data through…

系统与控制 · 电气工程与系统科学 2021-09-06 Tianci Yang , Carlos Murguia , Chen Lv

Intelligent transportation systems (ITS) with advanced sensing and computing technologies are expected to support a whole new set of services including pedestrian and vehicular safety, internet access for vehicles, and eventually,…

信号处理 · 电气工程与系统科学 2020-08-11 Haji M. Furqan , Muhammad Sohaib J. Solaija , Jehad M. Hamamreh , Huseyin Arslan

The rapid evolution of the automobile sector, driven by advancements in connected and autonomous vehicles (CAVs), has transformed how vehicles communicate, operate, and interact with their surroundings. Technologies such as…

计算机与社会 · 计算机科学 2026-01-21 Amit Chougule , Vinay Chamola , Norbert Herencsar , Fei Richard Yu

Autonomous Vehicle (AV) technology is advancing rapidly, promising a significant shift in road transportation safety and potentially resolving various complex transportation issues. With the increasing deployment of AVs by various…

多智能体系统 · 计算机科学 2023-12-11 Ahmed Abdelrahman

Communication stands as a potent mechanism to harmonize the behaviors of multiple agents. However, existing works primarily concentrate on broadcast communication, which not only lacks practicality, but also leads to information redundancy.…

多智能体系统 · 计算机科学 2024-01-23 Chuxiong Sun , Zehua Zang , Jiabao Li , Jiangmeng Li , Xiao Xu , Rui Wang , Changwen Zheng