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The transition from automated data collection to fully autonomous discovery requires a shared vocabulary to benchmark progress. While the automotive industry relies on the SAE J3016 standard, current taxonomies for autonomous science…

仪器与探测器 · 物理学 2026-01-13 James Le Houx

Most existing autonomous-driving datasets (e.g., KITTI, nuScenes, and the Waymo Perception Dataset), collected by human-driving mode or unidentified driving mode, can only serve as early training for the perception and prediction of…

计算机视觉与模式识别 · 计算机科学 2025-11-20 Xiangyu Li , Chen Wang , Yumao Liu , Dengbo He , Jiahao Zhang , Ke Ma

The continual assurance of safety and performance of automated driving systems (ADSs) poses significant challenges. ADSs operate in complex, dynamic, open-world environments allowing a wide range of scenarios, including ones that are rare…

机器人学 · 计算机科学 2026-05-14 Bastian Lampe , Lutz Eckstein

Software development automation is a long-term goal in software engineering. With the development of artificial intelligence (AI), more and more researchers are exploring approaches to software automation. They view AI systems as tools or…

软件工程 · 计算机科学 2025-11-25 Jia Li , Zhi Jin , Huangzhao Zhang , Kechi Zhang , Jiaru Qian , Tiankuo Zhao

We introduce ETOM, a five-level benchmark for evaluating multi-hop, end-to-end tool orchestration by LLM agents within a hierarchical Model-Context Protocol (MCP) ecosystem. Existing benchmarks often assess tools in isolation, overlooking…

人工智能 · 计算机科学 2026-01-21 Jia-Kai Dong , I-Wei Huang , Chun-Tin Wu , Yi-Tien Tsai

In this paper, we present NEMO, a system that translates Natural-language descriptions of decision problems into formal Executable Mathematical Optimization implementations, operating collaboratively with users or autonomously. Existing…

人工智能 · 计算机科学 2026-01-30 Yang Song , Anoushka Vyas , Zirui Wei , Sina Khoshfetrat Pakazad , Henrik Ohlsson , Graham Neubig

Deep learning has revolutionized autonomous driving by enabling vehicles to perceive and interpret their surroundings with remarkable accuracy. This progress is attributed to various deep learning models, including Mediated Perception,…

机器人学 · 计算机科学 2023-12-12 Hemanth Manjunatha , Panagiotis Tsiotras

The recent proliferation of computing technologies (e.g., sensors, computer vision, machine learning, and hardware acceleration), and the broad deployment of communication mechanisms (e.g., DSRC, C-V2X, 5G) have pushed the horizon of…

分布式、并行与集群计算 · 计算机科学 2020-12-09 Liangkai Liu , Sidi Lu , Ren Zhong , Baofu Wu , Yongtao Yao , Qingyang Zhang , Weisong Shi

This paper presents the development of a new software in order to manage objects, robots and mannequins in using the possibilities given by the haptic feedback of the Phantom desktop devices. The haptic device provides 6 positional degrees…

机器人学 · 计算机科学 2020-07-17 Damien Chablat , Fouad Bennis , Bernard Hoessler , Matthieu Guibert

The Vision of Autonomic Computing (ACV), proposed over two decades ago, envisions computing systems that self-manage akin to biological organisms, adapting seamlessly to changing environments. Despite decades of research, achieving ACV…

Since the early 90s, the evolution of the Business Process Management (BPM) discipline has been punctuated by successive waves of automation technologies. Some of these technologies enable the automation of individual tasks, while others…

人工智能 · 计算机科学 2026-01-28 Marlon Dumas , Fredrik Milani , David Chapela-Campa

Novel use cases and verticals such as connected cars and human-robot cooperation in the areas of 5G and Tactile Internet can significantly benefit from the flexibility and reduced latency provided by Network Function Virtualization (NFV)…

网络与互联网体系结构 · 计算机科学 2022-05-10 Tung V. Doan , Giang T. Nguyen , Alexander Kropp , Frank H. P. Fitzek

At Levels 2 and 3 of autonomous driving defined by the Society of Auto-motive Engineers, drivers must take on certain driving responsibilities, and automated driving must sometimes yield to human control. This situation can occur in real…

系统与控制 · 电气工程与系统科学 2024-10-10 Md Sakib Galib Sourav , Liang Cheng

Automated machine learning (AutoML) aims to find optimal machine learning solutions automatically given a machine learning problem. It could release the burden of data scientists from the multifarious manual tuning process and enable the…

机器学习 · 计算机科学 2019-07-23 Yi-Wei Chen , Qingquan Song , Xia Hu

After decades of uninterrupted progress and growth, information technology has so evolved that it can be said we are entering the age of autonomous machines, but there exist many roadblocks in the way of making this a reality. In this…

机器人学 · 计算机科学 2021-06-29 Shaoshan Liu , Jean-Luc Gaudiot

Maps have always been an essential component of autonomous driving. With the advancement of autonomous driving technology, both the representation and production process of maps have evolved substantially. The article categorizes the…

计算机视觉与模式识别 · 计算机科学 2025-09-17 Pengxin Chen , Zhipeng Luo , Xiaoqi Jiang , Zhangcai Yin , Jonathan Li

End-to-end autonomous driving is a fully differentiable machine learning system that takes raw sensor input data and other metadata as prior information and directly outputs the ego vehicle's control signals or planned trajectories. This…

机器人学 · 计算机科学 2023-12-01 Apoorv Singh

Autonomous Artificial Intelligence (AI) has many benefits. It also has many risks. In this work, we identify the 3 levels of autonomous AI. We are of the position that AI must not be fully autonomous because of the many risks, especially as…

人工智能 · 计算机科学 2025-08-01 Tosin Adewumi , Lama Alkhaled , Florent Imbert , Hui Han , Nudrat Habib , Karl Löwenmark

Autonomous driving has gained significant advancements in recent years. However, obtaining a robust control policy for driving remains challenging as it requires training data from a variety of scenarios, including rare situations (e.g.,…

机器人学 · 计算机科学 2019-07-23 Weizi Li , David Wolinski , Ming C. Lin

Most automated driving functions are designed for a specific task or vehicle. Most often, the underlying architecture is fixed to specific algorithms to increase performance. Therefore, it is not possible to deploy new modules and…