1 citations · 2 across the 6 of their papers we have counts for
7 papers
Test Case Selection for Deep Neural Networks: A Replication Study on LLMs for Code
Ali Asgari, Mitchell Olsthoorn, Annibale Panichella
Recently, test case selection (TCS) techniques have been explored to support the operational evaluation of deep neural networks (DNNs) under limited testing budgets, where labeling…
What Challenges Do Developers Face in AI Agent Systems? An Empirical Study on Stack Overflow & GitHub Issues
Ali Asgari, Annibale Panichella, Pouria Derakhshanfar +1
AI Agents have rapidly gained prominence in both research and industry as systems that extend large language models with planning, tool use, memory, and goal-directed action. Despi…
Evolutionary Generative Fuzzing for Differential Testing of the Kotlin Compiler
Calin Georgescu, Mitchell Olsthoorn, Pouria Derakhshanfar +2
Compiler correctness is a cornerstone of reliable software development. However, systematic testing of compilers is infeasible, given the vast space of possible programs and the co…
TestSpark: IntelliJ IDEA's Ultimate Test Generation Companion
Arkadii Sapozhnikov, Mitchell Olsthoorn, Annibale Panichella +2
Writing software tests is laborious and time-consuming. To address this, prior studies introduced various automated test-generation techniques. A well-explored research direction i…
Improving Test Case Generation for REST APIs Through Hierarchical Clustering
Dimitri Stallenberg, Mitchell Olsthoorn, Annibale Panichella
With the ever-increasing use of web APIs in modern-day applications, it is becoming more important to test the system as a whole. In the last decade, tools and approaches have been…
Hybrid Multi-level Crossover for Unit Test Case Generation
Mitchell Olsthoorn, Pouria Derakhshanfar, Annibale Panichella
State-of-the-art search-based approaches for test case generation work at test case level, where tests are represented as sequences of statements. These approaches make use of gene…
Multi-objective Test Case Selection Through Linkage Learning-based Crossover
Mitchell Olsthoorn, Annibale Panichella
Test Case Selection (TCS) aims to select a subset of the test suite to run for regression testing. The selection is typically based on past coverage and execution cost data. Resear…