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This paper presents a LiDAR-based end-to-end autonomous driving method with Vehicle-to-Everything (V2X) communication integration, termed V2X-Lead, to address the challenges of navigating unregulated urban scenarios under mixed-autonomy…

机器人学 · 计算机科学 2023-09-28 Zhiyun Deng , Yanjun Shi , Weiming Shen

We address the security of a network of Connected and Automated Vehicles (CAVs) cooperating to safely navigate through a conflict area (e.g., traffic intersections, merging roadways, roundabouts). Previous studies have shown that such a…

系统与控制 · 电气工程与系统科学 2024-03-26 H M Sabbir Ahmad , Ehsan Sabouni , Akua Dickson , Wei Xiao , Christos G. Cassandras , Wenchao Li

Vehicle-to-Everything (V2X) collaborative perception extends sensing beyond single vehicle limits through transmission. However, as more agents participate, existing frameworks face two key challenges: (1) the participating agents are…

计算机视觉与模式识别 · 计算机科学 2025-11-14 Yueran Zhao , Zhang Zhang , Chao Sun , Tianze Wang , Chao Yue , Nuoran Li

Modern vehicular wireless technology enables vehicles to exchange information at any time, from any place, to any network -- forms the vehicle-to-everything (V2X) communication platforms. Despite benefits, V2X applications also face great…

网络与互联网体系结构 · 计算机科学 2020-03-17 Monowar Hasan , Sibin Mohan , Takayuki Shimizu , Hongsheng Lu

Connected vehicle (CV) technology is among the most heavily researched areas in both the academia and industry. The vehicle to vehicle (V2V), vehicle to infrastructure (V2I) and vehicle to pedestrian (V2P) communication capabilities enable…

机器人学 · 计算机科学 2023-06-06 Sukru Yaren Gelbal , Sheng Zhu , Gokul Arvind Anantharaman , Bilin Aksun Guvenc , Levent Guvenc

Collaborative driving systems leverage vehicle-to-everything (V2X) communication for multi-agent collaborative perception to enhance driving safety, yet they remain constrained by scarce annotated real-world V2X driving datasets and limited…

计算机视觉与模式识别 · 计算机科学 2026-05-29 Yihang Tao , Yu Guo , Senkang Hu , Yanan Ma , Zihan Fang , Sam Kwong , Yuguang Fang

Vehicle-to-everything (V2X) technologies offer a promising paradigm to mitigate the limitations of constrained observability in single-vehicle systems. Prior work primarily focuses on single-frame cooperative perception, which fuses agents'…

计算机视觉与模式识别 · 计算机科学 2025-08-07 Zewei Zhou , Hao Xiang , Zhaoliang Zheng , Seth Z. Zhao , Mingyue Lei , Yun Zhang , Tianhui Cai , Xinyi Liu , Johnson Liu , Maheswari Bajji , Xin Xia , Zhiyu Huang , Bolei Zhou , Jiaqi Ma

The advancement of Connected and Automated Vehicles (CAVs) and Vehicle-to-Everything (V2X) offers significant potential for enhancing transportation safety, mobility, and sustainability. However, the integration and analysis of the diverse…

人工智能 · 计算机科学 2025-03-05 Keshu Wu , Pei Li , Yang Zhou , Rui Gan , Junwei You , Yang Cheng , Jingwen Zhu , Steven T. Parker , Bin Ran , David A. Noyce , Zhengzhong Tu

Connected and autonomous driving is developing rapidly in recent years. However, current autonomous driving systems, which are primarily based on data-driven approaches, exhibit deficiencies in interpretability, generalization, and…

人工智能 · 计算机科学 2024-04-23 Senkang Hu , Zhengru Fang , Zihan Fang , Yiqin Deng , Xianhao Chen , Yuguang Fang

Sharing and joint processing of camera feeds and sensor measurements, known as Cooperative Perception (CP), has emerged as a new technique to achieve higher perception qualities. CP can enhance the safety of Autonomous Vehicles (AVs) where…

计算机视觉与模式识别 · 计算机科学 2024-04-15 Ahmad Sarlak , Hazim Alzorgan , Sayed Pedram Haeri Boroujeni , Abolfazl Razi , Rahul Amin

Cooperative Adaptive Cruise Control (CACC) is a fundamental connected vehicle application that extends Adaptive Cruise Control by exploiting vehicle-to-vehicle (V2V) communication. CACC is a crucial ingredient for numerous autonomous…

密码学与安全 · 计算机科学 2021-03-22 Srivalli Boddupalli , Akash Someshwar Rao , Sandip Ray

Traditional autonomous driving systems often struggle to connect high-level reasoning with low-level control, leading to suboptimal and sometimes unsafe behaviors. Recent advances in multimodal large language models (MLLMs), which process…

机器人学 · 计算机科学 2025-06-09 Jiawei Zhang , Xuan Yang , Taiqi Wang , Yu Yao , Aleksandr Petiushko , Bo Li

The emergence of the Internet of Agents (IoA) introduces critical challenges for communication privacy in sensitive, high-stakes domains. While standard Agent-to-Agent (A2A) protocols secure message content, they are not designed to protect…

密码学与安全 · 计算机科学 2025-11-25 Kaibo Huang , Yukun Wei , Wansheng Wu , Tianhua Zhang , Zhongliang Yang , Linna Zhou

Vehicle-to-Everything (V2X) communication is receiving growing attention from industry and academia as multiple pilot projects explore its capabilities and feasibility. With about 50\% of global road vehicle exports coming from the European…

Collaborative perception holds great promise for improving safety in autonomous driving, particularly in dense traffic where vehicles can share sensory information to overcome individual blind spots and extend awareness. However, deploying…

分布式、并行与集群计算 · 计算机科学 2026-01-21 Zechuan Gong , Hui Zhang , Yuquan Yang , Wenyu Lu

In Vehicle-to-Everything (V2X) systems, reliable and secure information exchange plays a pivotal role in road safety and traffic management. Due to the open nature of the wireless medium and the constant or intermittent mobility of…

信息论 · 计算机科学 2023-12-05 Kan Yu , Zhiyong Feng , Dong Li , Jiguo Yu

Large Language Models (LLMs) demonstrate impressive capabilities across a wide range of tasks, yet their safety mechanisms remain susceptible to adversarial attacks that exploit cognitive biases -- systematic deviations from rational…

计算与语言 · 计算机科学 2025-11-18 Xikang Yang , Biyu Zhou , Xuehai Tang , Jizhong Han , Songlin 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

Cooperative perception through Vehicle-to-Everything (V2X) communication offers significant potential for enhancing vehicle perception by mitigating occlusions and expanding the field of view. However, past research has predominantly…

计算机视觉与模式识别 · 计算机科学 2025-09-05 Seth Z. Zhao , Huizhi Zhang , Zhaowei Li , Juntong Peng , Anthony Chui , Zewei Zhou , Zonglin Meng , Hao Xiang , Zhiyu Huang , Fujia Wang , Ran Tian , Chenfeng Xu , Bolei Zhou , Jiaqi Ma

Successful cooperation among decentralized agents requires each agent to quickly adapt its plan to the behavior of other agents. In scenarios where agents cannot confidently predict one another's intentions and plans, language communication…