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This paper concerns the verification of continuous-time polynomial spline trajectories against linear temporal logic specifications (LTL without 'next'). Each atomic proposition is assumed to represent a state space region described by a…

计算机科学中的逻辑 · 计算机科学 2022-01-24 Daniel Selvaratnam , Michael Cantoni , J. M. Davoren , Iman Shames

Reinforcement learning is a promising approach to synthesizing policies for challenging robotics tasks. A key problem is how to ensure safety of the learned policy---e.g., that a walking robot does not fall over or that an autonomous car…

机器学习 · 计算机科学 2020-10-22 Osbert Bastani

Topology reasoning aims to comprehensively understand road scenes and present drivable routes in autonomous driving. It requires detecting road centerlines (lane) and traffic elements, further reasoning their topology relationship, i.e.,…

计算机视觉与模式识别 · 计算机科学 2023-11-02 Dongming Wu , Jiahao Chang , Fan Jia , Yingfei Liu , Tiancai Wang , Jianbing Shen

Multimodal Large Language Models (MLLMs) are rapidly becoming the intelligence brain of end-to-end autonomous driving systems. A key challenge is to assess whether MLLMs can truly understand and follow complex real-world traffic rules.…

计算机视觉与模式识别 · 计算机科学 2026-03-03 Enhui Ma , Jiahuan Zhang , Guantian Zheng , Tao Tang , Shengbo Eben Li , Yuhang Lu , Xia Zhou , Xueyang Zhang , Yifei Zhan , Kun Zhan , Zhihui Hao , Xianpeng Lang , Kaicheng Yu

We present Stratified Metric Temporal Logic (SMTL), a novel formalism for specifying and verifying properties of complex cyber-physical systems that exhibit behaviors across multiple temporal and abstraction scales. SMTL extends existing…

系统与控制 · 电气工程与系统科学 2025-01-13 Ali Baheri , Peng Wei

In this paper we provide a notion of causality for the violation of general Linear Temporal Logic (LTL) properties. The current work is a natural extension of the previously proposed approach handling causality in the context of…

形式语言与自动机理论 · 计算机科学 2019-01-04 Georgiana Caltais , Sophie Linnea Guetlein , Stefan Leue

Driving in compliance with traffic laws and regulations is a basic requirement for human drivers, yet autonomous vehicles (AVs) can violate these requirements in diverse real-world scenarios. To encode law compliance into AV systems,…

人工智能 · 计算机科学 2026-04-28 Bowen Jian , Rongjie Yu , Hong Wang , Liqiang Wang , Zihang Zou

The integration of large language models (LLMs) into automated driving systems has opened new possibilities for reasoning and decision-making by transforming complex driving contexts into language-understandable representations. Recent…

机器学习 · 计算机科学 2025-11-19 Feilong Wang , Fuqiang Liu

... This paper is to describe exploratory research on the design of a modular autonomous mobile robot controller. The controller incorporates a fuzzy logic [8] [9] approach for steering and speed control [37], a FL approach for ultrasound…

机器人学 · 计算机科学 2010-04-13 Shailja Shukla , Mukesh Tiwari

We combine quantified differential dynamic logic (QdL) for reasoning about the possible behavior of distributed hybrid systems with temporal logic for reasoning about the temporal behavior during their operation. Our logic supports…

计算机科学中的逻辑 · 计算机科学 2012-07-12 Ping Hou

In this paper a conditional logic is defined and studied. This conditional logic, DmBL, is constructed as close as possible to the Bayesian and is unrestricted, that is one is able to use any operator without restriction. A notion of…

逻辑 · 数学 2016-09-07 Frederic Dambreville

Conflict detection in policy languages is a solved problem -- as long as every rule condition is a crisp Boolean predicate. BDDs, SMT solvers, and NetKAT all exploit that assumption. But a growing class of routing and access-control systems…

机器学习 · 计算机科学 2026-03-20 Xunzhuo Liu , Hao Wu , Huamin Chen , Bowei He , Xue Liu

Embodied scene understanding serves as the cornerstone for autonomous agents to perceive, interpret, and respond to open driving scenarios. Such understanding is typically founded upon Vision-Language Models (VLMs). Nevertheless, existing…

计算机视觉与模式识别 · 计算机科学 2024-03-08 Yunsong Zhou , Linyan Huang , Qingwen Bu , Jia Zeng , Tianyu Li , Hang Qiu , Hongzi Zhu , Minyi Guo , Yu Qiao , Hongyang Li

The rapid expansion of modern wide-area networks (WANs) has made traffic engineering (TE) increasingly challenging, as traditional solvers struggle to keep pace. Although existing offline ML-driven approaches accelerate TE optimization with…

网络与互联网体系结构 · 计算机科学 2026-02-03 Xinyu Yuan , Yan Qiao , Zonghui Wang , Meng Li , Wenzhi Chen

Smart cities are revolutionizing the transportation infrastructure by the integration of technology. However, ensuring that various transportation system components are operating as expected and in a safe manner is a great challenge. In…

计算机与社会 · 计算机科学 2021-10-13 Mariam Nour , Mohamed H. Zaki

The increasing availability of traffic videos functioning on a 24/7/365 time scale has the great potential of increasing the spatio-temporal coverage of traffic accidents, which will help improve traffic safety. However, analyzing footage…

计算机视觉与模式识别 · 计算机科学 2025-06-18 Ruixuan Zhang , Beichen Wang , Juexiao Zhang , Zilin Bian , Chen Feng , Kaan Ozbay

We provide the first (non-labelled) sequent calculi for bimodal provability logics with "usual" provability predicates. In particular, we introduce calculi for the logics CS, CSM and ER. Additionally, we present non-wellfounded versions of…

逻辑 · 数学 2026-05-15 Borja Sierra Miranda , Thomas Studer

Previous work has shown that reasoning with real-time temporal logics is often simpler when restricted to models with bounded variability---where no more than v events may occur every V time units, for given v, V. When reasoning about…

计算机科学中的逻辑 · 计算机科学 2015-02-24 Carlo A. Furia , Paola Spoletini

We study an extension of $\mtl$ in pointwise time with rational expression guarded modality $\reg_I(\re)$ where $\re$ is a rational expression over subformulae. We study the decidability and expressiveness of this extension ($\mtl$+$\varphi…

计算机科学中的逻辑 · 计算机科学 2017-05-04 Shankara Narayanan Krishna , Khushraj Madnani , P. K. Pandya

Traffic management in a city has become a major problem due to the increasing number of vehicles on roads. Intelligent Transportation System (ITS) can help the city traffic managers to tackle the problem by providing accurate traffic…

机器学习 · 计算机科学 2021-11-04 Shatrughan Modi , Jhilik Bhattacharya , Prasenjit Basak