Evolutionary Testing

TestSpark: IntelliJ IDEA’s Ultimate Test Generation Companion
Abstract: Writing software tests is laborious and time-consuming. To address this, prior studies introduced various automated test-generation techniques. A well-explored research direction in this field is unit test generation, wherein artificial intelligence (AI) techniques create tests for a method/class under test.
A. Sapozhnikov, M. Olsthoorn, V.V. Kovalenko, A. Panichella, P. Derakhshanfar
Preprint Code Video
Testing with Fewer Resources: An Adaptive Approach to Performance-Aware Test Case Generation
Abstract: Automated test case generation is an effective technique to yield high-coverage test suites. While the majority of research effort has been devoted to satisfying coverage criteria, a recent trend emerged towards optimizing other non-coverage aspects.
Giovanni Grano, Christoph Laaber, Annibale Panichella, Sebastiano Panichella
Preprint
Automated Test Case Generation as a Many-Objective Optimisation Problem with Dynamic Selection of the Targets
Annibale Panichella, Fitsum M. Kifetew, Paolo Tonella
Code Dataset
Evolutionary Testing for Crash Reproduction
Mozhan Soltani, Annibale Panichella, Arie van Deursen
Code Project