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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…

Software Engineering · Computer Science 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…

Systems and Control · Electrical Eng. & Systems 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.…

Artificial Intelligence · Computer Science 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…

Distributed, Parallel, and Cluster Computing · Computer Science 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…

Software Engineering · Computer Science 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…

Artificial Intelligence · Computer Science 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…

Software Engineering · Computer Science 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…

Software Engineering · Computer Science 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…

Software Engineering · Computer Science 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…

Software Engineering · Computer Science 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…

Software Engineering · Computer Science 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…

Methodology · Statistics 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,…

Software Engineering · Computer Science 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…

Systems and Control · Electrical Eng. & Systems 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…

Software Engineering · Computer Science 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…

Robotics · Computer Science 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…

Software Engineering · Computer Science 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…

Software Engineering · Computer Science 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…

Cryptography and Security · Computer Science 2014-10-22 Mohamed H. E. Aouadi , Khalifa Toumi , Ana Cavalli
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