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Vision-language models remain susceptible to multimodal jailbreaks and over-refusal because safety hinges on both visual evidence and user intent, while many alignment pipelines supervise only the final response. To address this, we present…

机器学习 · 计算机科学 2026-03-04 Zixuan Xu , Tiancheng He , Huahui Yi , Kun Wang , Xi Chen , Gongli Xi , Qiankun Li , Kang Li , Yang Liu , Zhigang Zeng

The Responsibility-Sensitive Safety (RSS) model offers provable safety for vehicle behaviors such as minimum safe following distance. However, handling worst-case variability and uncertainty may significantly lower vehicle permissiveness,…

机器人学 · 计算机科学 2019-11-05 Philip Koopman , Beth Osyk , Jack Weast

Industrial cyber-physical systems are hybrid systems with strict safety requirements. Despite not having a formal semantics, most of these systems are modeled using Stateflow/Simulink for mainly two reasons: (1) it is easier to model, test,…

计算机科学中的逻辑 · 计算机科学 2018-06-26 Nima Roohi , Ramneet Kaur , James Weimer , Oleg Sokolsky , Insup Lee

As vehicle systems become increasingly complex, with more features, services, sensors, actuators, and processing units, it is important to view vehicles not just as modes of transportation moving toward full autonomy, but also as adaptive…

分布式、并行与集群计算 · 计算机科学 2025-01-10 Pedro Veloso Teixeira , Duarte Raposo , Rui Lopes , Susana Sargento

Ensuring the safety of autonomous vehicles (AVs) is paramount before they can be introduced to the market. More specifically, securing the Safety of the Intended Functionality (SOTIF) poses a notable challenge; while ISO 21448 outlines…

系统与控制 · 电气工程与系统科学 2025-01-20 Ruilin Yu , Cheng Wang , Yuxin Zhang , Fuming Zhao

The safety of automated driving systems must be justified by convincing arguments and supported by compelling evidence to persuade certification agencies, regulatory entities, and the general public to allow the systems on public roads.…

软件工程 · 计算机科学 2024-10-28 Jonas Krook , Yuvaraj Selvaraj , Wolfgang Ahrendt , Martin Fabian

Visual Autoregressive (VAR) models have recently garnered significant attention for their innovative next-scale prediction paradigm, offering notable advantages in both inference efficiency and image quality compared to traditional…

计算机视觉与模式识别 · 计算机科学 2025-11-24 Tong Wang , Guanyu Yang , Nian Liu , Kai Wang , Yaxing Wang , Abdelrahman M Shaker , Salman Khan , Fahad Shahbaz Khan , Senmao Li

This study underscores the vital importance of intelligent driving functions in enhancing road safety and driving comfort. Central to our research is the challenge of obtaining sufficient test data for evaluating these functions, especially…

机器人学 · 计算机科学 2024-02-06 Nico Schick , Franjo Čičak

The manifold interactions between safety and security aspects makes it plausible to handle safety and security risks in an unified way. The paper develops a corresponding approach based on the discrete event systems (DEVS) paradigm. The…

系统与控制 · 计算机科学 2019-01-08 Joachim Draeger , Stefan Hahndel

Numerical stability is of great significance for discrete-time dynamic vehicle model. Among the unstable factors, low-speed singularity stands out as one of the most challenging issues, which arises from that the denominator of tire side…

系统与控制 · 电气工程与系统科学 2024-11-27 Guojian Zhan , Qiang Ge , Haoyu Gao , Yuming Yin , Bin Zhao , Shengbo Eben Li

Challenges related to automated driving are no longer focused on just the construction of such automated vehicles (AVs), but in assuring the safety of their operation. Recent advances in Level 3 and Level 4 autonomous driving have motivated…

系统与控制 · 电气工程与系统科学 2022-05-09 Tong Zhao , Ekim Yurtsever , Joel Paulson , Giorgio Rizzoni

Despite the increasing testing operations of automated vehicles on public roads, media reports on incidents show that safety issues caused by automated driving systems persist to this day. Manufacturers face high development uncertainty…

系统与控制 · 电气工程与系统科学 2025-07-08 Marvin Loba , Nayel Fabian Salem , Marcus Nolte , Andreas Dotzler , Dieter Ludwig , Markus Maurer

A formal consideration in this paper is given for the essential notations to characterize the object that is distinguished in a problem domain. The distinct object is represented by another idealized object, which is a schematic element.…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Viacheslav Wolfengagen

We propose a new framework to facilitate dynamic assurance within a safety case approach by associating safety performance measurement with the core assurance artifacts of a safety case. The focus is mainly on the safety architecture, whose…

软件工程 · 计算机科学 2025-07-30 Ewen Denney , Ganesh Pai

This article aims at presenting our objective that is to use DfD rules earlier during the design process. Indeed, during the conceptual design phase, designers don't have simple qualitative tools or methods to evaluate their products. There…

经典物理 · 物理学 2009-09-14 Hayder Alhomsi , Peggy Zwolinski

Vision-language models (VLMs) have recently emerged as powerful representation learning systems that align visual observations with natural language concepts, offering new opportunities for semantic reasoning in safety-critical autonomous…

计算机视觉与模式识别 · 计算机科学 2026-02-19 Ross Greer , Maitrayee Keskar , Angel Martinez-Sanchez , Parthib Roy , Shashank Shriram , Mohan Trivedi

Extracting interesting scenarios from real-world data as well as generating failure cases is important for the development and testing of autonomous systems. We propose efficient mechanisms to both characterize and generate testing…

Estimating the expectations of functionals applied to sums of random variables (RVs) is a well-known problem encountered in many challenging applications. Generally, closed-form expressions of these quantities are out of reach. A naive…

信息论 · 计算机科学 2022-10-27 Eya Ben Amar , Nadhir Ben Rached , Abdul-Lateef Haji-Ali , Raúl Tempone

As in the car industry for quite some time, dynamic simulation of complete vehicles is being practiced more and more in the development of off-road machinery. However, specific questions arise due not only to company structure and size, but…

计算工程、金融与科学 · 计算机科学 2011-08-30 Reno Filla , Jan-Ove Palmberg

A dynamical system is strongly robustly safe provided that it remains safe in the presence of a continuous and positive perturbation, named robustness margin, added to both the argument and the image of the right-hand side (the dynamics).…

最优化与控制 · 数学 2023-06-13 Mohamed Maghenem , Diana Karaki