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Some of the most powerful language models currently are proprietary systems, accessible only via (typically restrictive) web or software programming interfaces. This is the Language-Models-as-a-Service (LMaaS) paradigm. In contrast with…

Closed-loop simulation environments play a crucial role in the validation and enhancement of autonomous driving systems (ADS). However, certain challenges warrant significant attention, including balancing simulation accuracy with duration,…

机器人学 · 计算机科学 2025-02-14 Daocheng Fu , Naiting Zhong , Xu Han , Pinlong Cai , Licheng Wen , Song Mao , Botian Shi , Yu Qiao

This article introduces a software framework for benchmarking robot task scheduling algorithms in dynamic and uncertain service environments. The system provides standardized interfaces, configurable scenarios with movable objects, human…

机器人学 · 计算机科学 2026-01-06 Wojciech Dudek , Daniel Giełdowski , Dominik Belter , Kamil Młodzikowski , Tomasz Winiarski

Despite the growing prevalence of large language models (LLMs) in domain-specific applications, the challenge of query understanding in the automotive sector still remains underexplored. This domain presents unique complexities due to its…

信息检索 · 计算机科学 2026-04-21 Isha Motiyani , Abhishek Kumar , Tilak Kasturi

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

The development dynamics of digital innovations for industry, business, and society are producing complex system conglomerates that can no longer be designed centrally and hierarchically in classic development processes. Instead, systems…

Developing modern systems software is a complex task that combines business logic programming and Software Performance Engineering (SPE). The later is an experimental and labor-intensive activity focused on optimizing the system for a given…

分布式、并行与集群计算 · 计算机科学 2020-06-05 Carlo Curino , Neha Godwal , Brian Kroth , Sergiy Kuryata , Greg Lapinski , Siqi Liu , Slava Oks , Olga Poppe , Adam Smiechowski , Ed Thayer , Markus Weimer , Yiwen Zhu

The increasing pressure within VUCA (volatility, uncertainty, complexity and ambiguity) driven environments causes traditional, plan-driven Systems Engineering approaches to no longer suffice. Agility is then changing from a "nice-to-have"…

软件工程 · 计算机科学 2023-11-22 Jan Heine , Herbert Palm

Autonomous vehicles demand detailed maps to maneuver reliably through traffic, which need to be kept up-to-date to ensure a safe operation. A promising way to adapt the maps to the ever-changing road-network is to use crowd-sourced data…

机器人学 · 计算机科学 2024-10-11 Markus Herb , Nassir Navab , Federico Tombari

We present the Process Engineering Operations Assistant (PEOA), an AI-driven framework designed to solve complex problems in the chemical and process industries. The framework employs a modular architecture orchestrated by a meta-agent,…

机器学习 · 计算机科学 2024-08-28 Sakhinana Sagar Srinivas , Vijay Sri Vaikunth , Venkataramana Runkana

DevOps is a necessity in many industries, including the development of Autonomous Vehicles. In those settings, there are iterative activities that reduce the speed of SafetyOps cycles. One of these activities is "Hazard Analysis & Risk…

软件工程 · 计算机科学 2024-03-15 Ali Nouri , Beatriz Cabrero-Daniel , Fredrik Törner , Hȧkan Sivencrona , Christian Berger

Autonomous driving demands safe motion planning, especially in critical "long-tail" scenarios. Recent end-to-end autonomous driving systems leverage large language models (LLMs) as planners to improve generalizability to rare events.…

The paper presents a framework of microservices-based architecture dedicated to enhancing the performance of real-time travel reservation systems using the power of predictive analytics. Traditional monolithic systems are bad at scaling and…

信息论 · 计算机科学 2024-12-23 Biman Barua , M. Shamim Kaiser

Multi-agent trajectory prediction in autonomous driving requires a comprehensive understanding of complex social dynamics. Existing methods, however, often struggle to capture the full richness of these dynamics, particularly the…

人工智能 · 计算机科学 2025-12-11 Bingqing Wei , Lianmin Chen , Zhongyu Xia , Yongtao Wang

Multi-agent autonomous systems (MAS) are better at addressing challenges that spans across multiple domains than singular autonomous agents. This holds true within the field of software engineering (SE) as well. The state-of-the-art…

软件工程 · 计算机科学 2025-05-08 Krishna Ronanki

The prediction of surrounding vehicle trajectories is crucial for collision-free path planning. In this study, we focus on a scenario where a connected and autonomous vehicle (CAV) serves as the central agent, utilizing both sensors and…

机器人学 · 计算机科学 2024-08-05 Xi Chen , Rahul Bhadani , Zhanbo Sun , Larry Head

Self-adaptive software (SAS) can reconfigure itself to adapt to the changing environment at runtime, aiming for continually optimizing conflicted non-functional objectives, e.g., response time, energy consumption, throughput and cost etc.…

软件工程 · 计算机科学 2018-04-24 Tao Chen , Ke Li , Rami Bahsoon , Xin Yao

The future of autonomous vehicles lies in the convergence of human-centric design and advanced AI capabilities. Autonomous vehicles of the future will not only transport passengers but also interact and adapt to their desires, making the…

人机交互 · 计算机科学 2023-09-20 Can Cui , Yunsheng Ma , Xu Cao , Wenqian Ye , Ziran Wang

Semantic segmentation allows autonomous driving cars to understand the surroundings of the vehicle comprehensively. However, it is also crucial for the model to detect obstacles that may jeopardize the safety of autonomous driving systems.…

计算机视觉与模式识别 · 计算机科学 2025-03-25 Heng Gao , Zhuolin He , Shoumeng Qiu , Xiangyang Xue , Jian Pu

Modelling & Simulation (M&S) is broadly used in real scenarios where making physical modifications could be highly expensive. With the so-called Simulation Software-as-a-Service (SimSaaS), researchers could take advantage of the huge amount…

多智能体系统 · 计算机科学 2016-02-01 Tiago Azevedo , Rosaldo J. F. Rossetti , Jorge G. Barbosa