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Simulation is pivotal in evaluating the performance of autonomous driving systems due to the advantages of high efficiency and low cost compared to on-road testing. Bridging the gap between simulation and the real world requires realistic…

Robotics · Computer Science 2025-06-17 Haojie Xin , Xiaodong Zhang , Renzhi Tang , Songyang Yan , Qianrui Zhao , Chunze Yang , Wen Cui , Zijiang Yang

As self-driving systems become better, simulating scenarios where the autonomy stack may fail becomes more important. Traditionally, those scenarios are generated for a few scenes with respect to the planning module that takes ground-truth…

Generative motion prediction must satisfy three simultaneous requirements for real-world autonomy: high accuracy, diverse multimodal futures, and strictly bounded latency. Diffusion models meet the first two but violate the third, requiring…

Robotics · Computer Science 2026-04-30 Leandro Di Bella , Adrian Munteanu , Bruno Cornelis

The Waymo Open Dataset has been released recently, providing a platform to crowdsource some fundamental challenges for automated vehicles (AVs), such as 3D detection and tracking. While~the dataset provides a large amount of high-quality…

Computer Vision and Pattern Recognition · Computer Science 2020-03-24 Zhicheng Gu , Zhihao Li , Xuan Di , Rongye Shi

Traffic congestion remains a major challenge for urban transportation, leading to significant economic and environmental impacts. Traffic Signal Control (TSC) is one of the key measures to mitigate congestion, and recent studies have…

Multiagent Systems · Computer Science 2026-01-27 Hsiao-Chuan Chang , Sheng-You Huang , Yen-Chi Chen , I-Chen Wu

In mixed autonomous driving environments, accurately predicting the future trajectories of surrounding vehicles is crucial for the safe operation of autonomous vehicles (AVs). In driving scenarios, a vehicle's trajectory is determined by…

Robotics · Computer Science 2025-02-28 Haicheng Liao , Chengyue Wang , Kaiqun Zhu , Yilong Ren , Bolin Gao , Shengbo Eben Li , Chengzhong Xu , Zhenning Li

Recent advances in autonomous vehicle (AV) behavior planning have shown impressive social interaction capabilities when interacting with other road users. However, achieving human-like prediction and decision-making in interactions with…

Robotics · Computer Science 2025-07-29 Meiting Dang , Yanping Wu , Yafei Wang , Dezong Zhao , David Flynn , Chongfeng Wei

Simulating fluid flow around arbitrary shapes is key to solving various engineering problems. However, simulating flow physics across complex geometries remains numerically challenging and computationally resource-intensive, particularly…

This demo showcases a platform for developing human activity recognition (AR) systems, focusing on daily activities using sensor data, like binary sensors. With a data-driven approach, this platform, named FlowAR, features a three-step…

Machine Learning · Computer Science 2025-02-14 Ali Ncibi , Luc Bouganim , Philippe Pucheral

Large vision-language models (VLMs) have garnered increasing interest in autonomous driving areas, due to their advanced capabilities in complex reasoning tasks essential for highly autonomous vehicle behavior. Despite their potential,…

Computer Vision and Pattern Recognition · Computer Science 2024-07-23 Ming Nie , Renyuan Peng , Chunwei Wang , Xinyue Cai , Jianhua Han , Hang Xu , Li Zhang

Recent efforts to design and develop Cloud technologies focus on defining novel methods, policies and mechanisms for efficiently managing Cloud infrastructures. One key challenge potential Cloud customers have before renting resources is to…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-02-11 Dr. Rahul Malhotra , Prince Jain

Systematic testing of autonomous vehicles operating in complex real-world scenarios is a difficult and expensive problem. We present Paracosm, a reactive language for writing test scenarios for autonomous driving systems. Paracosm allows…

Software Engineering · Computer Science 2021-01-19 Rupak Majumdar , Aman Mathur , Marcus Pirron , Laura Stegner , Damien Zufferey

Prototyping and validating hardware-software components, sub-systems and systems within the intelligent transportation system-of-systems framework requires a modular yet flexible and open-access ecosystem. This work presents our attempt…

Robotics · Computer Science 2023-05-30 Tanmay Vilas Samak , Chinmay Vilas Samak , Sivanathan Kandhasamy , Venkat Krovi , Ming Xie

With the development of embodied artificial intelligence, robotic research has increasingly focused on complex tasks. Existing simulation platforms, however, are often limited to idealized environments, simple task scenarios and lack data…

Robotics · Computer Science 2025-04-29 Zijie Zheng , Zeshun Li , Yunpeng Wang , Qinghongbing Xie , Long Zeng

In the research of Intelligent Transportation Systems (ITS), traffic simulation is a key procedure for the evaluation of new methods and optimization of strategies. However, existing traffic simulation systems face two challenges. First,…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-22 Jun Zhang , Wenxuan Ao , Junbo Yan , Can Rong , Depeng Jin , Wei Wu , Yong Li

Small-scale autonomous airborne vehicles, such as micro-drones, are expected to be a central component of a broad spectrum of applications ranging from exploration to surveillance and delivery. This class of vehicles is characterized by…

Robotics · Computer Science 2026-04-10 Tim Johnsen , Marco Levorato

Urban flooding poses an escalating threat to transportation network continuity, yet no operational system currently provides real-time, street-level flood depth information at the centimeter resolution required for dynamic routing, electric…

Computer Vision and Pattern Recognition · Computer Science 2026-03-25 Nafis Fuad , Xiaodong Qian

This technical report describes GrADyS-SIM, a framework for simulating cooperating swarms of UAVs in joint mission in hypothetical landscape and communicating through RF radios. The framework was created to aid and verify the communication,…

Networking and Internet Architecture · Computer Science 2022-02-17 Thiago Lamenza , Marcelo Paulon , Breno Perricone , Bruno Olivieri , Markus Endler

AutoDRIVE is envisioned to be an integrated research and education platform for scaled autonomous vehicles and related applications. This work is a stepping-stone towards achieving the greater goal of realizing such a platform.…

Robotics · Computer Science 2023-05-16 Tanmay Vilas Samak , Chinmay Vilas Samak , Ming Xie

When physical testbeds are out of reach for evaluating a networked system, we frequently turn to simulation. In today's datacenter networks, bottlenecks are rarely at the network protocol level, but instead in end-host software or hardware…

Networking and Internet Architecture · Computer Science 2024-02-09 Hejing Li , Praneeth Balasubramanian , Marvin Meiers , Jialin Li , Antoine Kaufmann