3 papers
cs.SE2026
Improving Deep Learning Library Testing with Machine Learning
Facundo Molina, M M Abid Naziri, Feiran Qin +2
Deep Learning (DL) libraries like TensorFlow and Pytorch simplify machine learning (ML) model development but are prone to bugs due to their complex design. Bug-finding techniques…
cs.SE2025
State Field Coverage: A Metric for Oracle Quality
Facundo Molina, Nazareno Aguirre, Alessandra Gorla
The effectiveness of testing in uncovering software defects depends not only on the characteristics of the test inputs and how thoroughly they exercise the software, but also on th…
cs.SE2024
Test Oracle Automation in the era of LLMs
Facundo Molina, Alessandra Gorla
The effectiveness of a test suite in detecting faults highly depends on the correctness and completeness of its test oracles. Large Language Models (LLMs) have already demonstrated…