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Robotic control tasks are often first run in simulation for the purposes of verification, debugging and data augmentation. Many methods exist to specify what task a robot must complete, but few exist to specify what range of environments a…

Robotics · Computer Science 2021-03-22 Craig Innes , Subramanian Ramamoorthy

Achieving fully autonomous driving systems requires learning rational decisions in a wide span of scenarios, including safety-critical and out-of-distribution ones. However, such cases are underrepresented in real-world corpus collected by…

Computer Vision and Pattern Recognition · Computer Science 2026-04-13 Haochen Tian , Tianyu Li , Haochen Liu , Jiazhi Yang , Yihang Qiu , Guang Li , Junli Wang , Yinfeng Gao , Zhang Zhang , Liang Wang , Hangjun Ye , Tieniu Tan , Long Chen , Hongyang Li

Scenarios, or Message Sequence Charts, offer an intuitive way of describing the desired behaviors of a distributed protocol. In this paper we propose a new way of specifying finite-state protocols using scenarios: we show that it is…

Formal Languages and Automata Theory · Computer Science 2014-03-03 Rajeev Alur , Milo Martin , Mukund Raghothaman , Christos Stergiou , Stavros Tripakis , Abhishek Udupa

Process simulation is a critical cornerstone of chemical engineering design. Current automated chemical design methodologies focus mainly on various representations of process flow diagrams. However, transforming these diagrams into…

Artificial Intelligence · Computer Science 2026-01-13 Xufei Tian , Wenli Du , Shaoyi Yang , Han Hu , Hui Xin , Shifeng Qu , Ke Ye

We propose a novel model- and feature-based approach to development of vehicle software systems, where the end architecture is not explicitly defined. Instead, it emerges from an iterative process of search and optimization given certain…

Software Engineering · Computer Science 2024-03-22 Krzysztof Lebioda , Viktor Vorobev , Nenad Petrovic , Fengjunjie Pan , Vahid Zolfaghari , Alois Knoll

[Context and motivation] For automated driving systems, the operational context needs to be known in order to state guarantees on performance and safety. The operational design domain (ODD) is an abstraction of the operational context, and…

Software Engineering · Computer Science 2022-01-28 Hans-Martin Heyn , Padmini Subbiash , Jennifer Linder , Eric Knauss , Olof Eriksson

The introduction of automated vehicles demands a way to prove their safe operation. However, validating the safety of automated vehicles is still an unsolved problem. While the scenario-based test approach seems to provide a possible…

Signal Processing · Electrical Eng. & Systems 2019-05-23 Markus Steimle , Till Menzel , Markus Maurer

Programming robots is a complicated and time-consuming task. A robot is essentially a real-time, distributed embedded system. Often, control and communication paths within the system are tightly coupled to the actual physical configuration…

Robotics · Computer Science 2014-01-08 Thomas Buchmann , Johannes Baumgartl , Dominik Henrich , Bernhard Westfechtel

The generation of corner cases has become increasingly crucial for efficiently testing autonomous vehicles prior to road deployment. However, existing methods struggle to accommodate diverse testing requirements and often lack the ability…

Robotics · Computer Science 2024-09-11 Qiujing Lu , Xuanhan Wang , Yiwei Jiang , Guangming Zhao , Mingyue Ma , Shuo Feng

This project proposes a methodology for the automatic generation of action models from video game dynamics descriptions, as well as its integration with a planning agent for the execution and monitoring of the plans. Planners use these…

Artificial Intelligence · Computer Science 2021-09-08 Ignacio Vellido , Carlos Núñez-Molina , Vladislav Nikolov , Juan Fdez-Olivares

To analyse and verify the safety and security properties of interactive systems, a formal specification might be necessary. There are many types of formal languages and frameworks. The decision regarding what type of formal specification…

Formal Languages and Automata Theory · Computer Science 2025-05-15 Maria Spichkova

In this paper, we learn dynamics models for parametrized families of dynamical systems with varying properties. The dynamics models are formulated as stochastic processes conditioned on a latent context variable which is inferred from…

Machine Learning · Computer Science 2024-10-08 Jan Achterhold , Joerg Stueckler

Autonomous driving systems require comprehensive evaluation in safety-critical scenarios to ensure safety and robustness. However, such scenarios are rare and difficult to collect from real-world driving data, necessitating simulation-based…

Artificial Intelligence · Computer Science 2026-03-04 Zhulin Jiang , Zetao Li , Cheng Wang , Ziwen Wang , Chen Xiong

To guarantee the safety and reliability of autonomous vehicle (AV) systems, corner cases play a crucial role in exploring the system's behavior under rare and challenging conditions within simulation environments. However, current…

Robotics · Computer Science 2024-12-03 Qiujing Lu , Meng Ma , Ximiao Dai , Xuanhan Wang , Shuo Feng

To ensure their safe use, autonomous vehicles (AVs) must meet rigorous certification criteria that involve executing maneuvers safely within (arbitrary) scenarios where other actors perform their intended maneuvers. For that purpose,…

Software Engineering · Computer Science 2026-05-27 Aren A. Babikian , Attila Ficsor , Oszkár Semeráth , Gunter Mussbacher , Dániel Varró

Scenarios are pen-pictures of plausible futures, used for strategic planning. The aim of this investigation is to expand the horizon of scenario-based planning through computational models that are able to aid the analyst in the planning…

Neural and Evolutionary Computing · Computer Science 2009-07-06 Hussein Abbass , Axel Bender , Helen Dam , Stephen Baker , James M Whitacre , Ruhul Sarker

To realize a market entry of autonomous vehicles in the foreseeable future, the behavior planning system will need to abide by the same rules that humans follow. Product liability cannot be enforced without a proper solution to the approval…

Robotics · Computer Science 2019-12-02 Klemens Esterle , Vincent Aravantinos , Alois Knoll

The capability to follow a lead-vehicle and avoid rear-end collisions is one of the most important functionalities for human drivers and various Advanced Driver Assist Systems (ADAS). Existing safety performance justification of the…

Robotics · Computer Science 2022-05-25 Bowen Weng , Minghao Zhu , Keith Redmill

We present ChatScene, a Large Language Model (LLM)-based agent that leverages the capabilities of LLMs to generate safety-critical scenarios for autonomous vehicles. Given unstructured language instructions, the agent first generates…

Artificial Intelligence · Computer Science 2024-05-24 Jiawei Zhang , Chejian Xu , Bo Li

This report explores how (potentially constrained) natural language can be used to enable non-experts to develop process models by simply describing scenarios in plain text. To this end, a framework, called BeePath, is proposed. It allows…

Computation and Language · Computer Science 2025-08-25 Andrea Burattin , Antonio Grama , Ana-Maria Sima , Andrey Rivkin , Barbara Weber
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