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Automatic test generation aims to save developers time and effort by producing test suites with reasonably high coverage and fault detection. However, the focus of search-based generation tools in maximizing coverage leaves other…

软件工程 · 计算机科学 2025-04-11 Geraldine Galindo-Gutierrez

Test and evaluation is a necessary process for ensuring that engineered systems perform as intended under a variety of conditions, both expected and unexpected. In this work, we consider the unique challenges of developing a unifying test…

系统与控制 · 电气工程与系统科学 2022-01-21 Erin Lanus , Ivan Hernandez , Adam Dachowicz , Laura Freeman , Melanie Grande , Andrew Lang , Jitesh H. Panchal , Anthony Patrick , Scott Welch

The integration of artificial intelligence into automated penetration testing (AutoPT) has highlighted the necessity of simulation modeling for the training of intelligent agents, due to its cost-efficiency and swift feedback capabilities.…

人工智能 · 计算机科学 2025-02-18 Yunfei Wang , Shixuan Liu , Wenhao Wang , Changling Zhou , Chao Zhang , Jiandong Jin , Cheng Zhu

In the cybersecurity research community, there is no one-size-fits-all solution for merging large numbers of heterogeneous resources and experimentation capabilities from disparate specialized testbeds into integrated experiments. The…

分布式、并行与集群计算 · 计算机科学 2018-11-09 Ryan Goodfellow , Lincoln Thurlow , Srivatsan Ravi

Compositionality supports the manipulation of large systems by working on their components. For model-based testing, this means that large systems can be tested by modelling and testing their components: passing tests for all components…

软件工程 · 计算机科学 2025-08-01 Gijs van Cuyck , Lars van Arragon , Jan Tretmans

Reasoning capabilities represent a critical frontier for large language models (LLMs), but developing them requires extensive proprietary datasets and computational resources. One way to efficiently supplement capabilities with is by model…

人工智能 · 计算机科学 2025-06-26 Guinan Su , Jonas Geiping

We study automated test generation for verifying discrete decision-making modules in autonomous systems. We utilize linear temporal logic to encode the requirements on the system under test in the system specification and the behavior that…

Unit testing verifies the presence of faults in individual software components. Previous research has been targeting the automatic generation of unit tests through the adoption of random or search-based algorithms. Despite their…

软件工程 · 计算机科学 2022-04-13 Fabiano Pecorelli , Giovanni Grano , Fabio Palomba , Harald C. Gall , Andrea De Lucia

Testing of autonomous systems is extremely important as many of them are both safety-critical and security-critical. The architecture and mechanism of such systems are fundamentally different from traditional control software, which appears…

软件工程 · 计算机科学 2021-03-15 Qunying Song , Emelie Engström , Per Runeson

Unit testing is a critical part of software development process, ensuring the correctness of basic programming units in a program (e.g., a method). Search-based software testing (SBST) is an automated approach to generating test cases. SBST…

软件工程 · 计算机科学 2023-01-10 Zhichao Zhou , Yuming Zhou , Chunrong Fang , Zhenyu Chen , Yutian Tang

Merging other branches into the current working branch is common in collaborative software development. However, developers still heavily rely on the textual merge tools to handle the complicated merge tasks. The latent semantic merge…

软件工程 · 计算机科学 2020-03-03 Tao Ji , Liqian Chen , Xiaoguang Mao , Xin Yi , Jiahong Jiang

Automated and therefore repeatable tests are important in product lines to ensure and maintain quality of software functions as well as efficiency of the developers. This article shows methods for fully automated testing of SIMULINK models…

软件工程 · 计算机科学 2014-09-24 Alexej Beresnev , Bernhard Rumpe , Frank Schoven

Conformalized multiple testing offers a model-free way to control predictive uncertainty in decision-making. Existing methods typically use only part of the available data to build score functions tailored to specific settings. We propose a…

统计方法学 · 统计学 2026-05-22 Yuyang Huo , Xiaoyang Wu , Changliang Zou , Haojie Ren

Completeness is a desirable property of test suites. Roughly, completeness guarantees that a non-equivalent implementation under test will always be identified. Several approaches proposed sufficient, and sometimes also necessary,…

软件工程 · 计算机科学 2015-08-13 Adilson Luiz Bonifacio , Arnaldo Vieira Moura

Safety validation is a crucial component in the development and deployment of autonomous systems, such as self-driving vehicles and robotic systems. Ensuring safe operation necessitates extensive testing and verification of control…

系统与控制 · 电气工程与系统科学 2023-05-11 Ali Baheri , Mykel J. Kochenderfer

Today's software quality assurance techniques are often applied in isolation. Consequently, synergies resulting from systematically integrating different quality assurance activities are often not exploited. Such combinations promise…

软件工程 · 计算机科学 2013-11-26 Frank Elberzhager , Alla Rosbach , Jürgen Münch , Robert Eschbach

Safety assurance of automated driving systems must consider uncertain environment perception. This paper reviews literature addressing how perception testing is realized as part of safety assurance. We focus on testing for verification and…

机器人学 · 计算机科学 2022-02-28 Michael Hoss , Maike Scholtes , Lutz Eckstein

Executing various sequences of system functions in a system under test represents one of the primary techniques in software testing. The natural way to create effective, consistent and efficient test sequences is to model the system under…

软件工程 · 计算机科学 2019-12-05 Miroslav Bures , Bestoun S. Ahmed

Unit testing is critical to the software development process, ensuring the correctness of basic programming units in a program (e.g., a method). Search-based software testing (SBST) is an automated approach to generating test cases. SBST…

软件工程 · 计算机科学 2024-01-05 Zhichao Zhou , Yuming Zhou , Chunrong Fang , Zhenyu Chen , Xiapu Luo , Jingzhu He , Yutian Tang

Due to the increasing complexity of distributed systems, security testing is becoming increasingly critical in insuring reliability of such systems in relation to their security requirements. . To challenge this issue, we rely in this…

密码学与安全 · 计算机科学 2014-10-22 Mohamed H. E. Aouadi , Khalifa Toumi , Ana Cavalli
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