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A Systematic Map** Study of the Metrics, Uses and Subjects of Diversity‐Based Testing Techniques
There has been a significant amount of interest regarding the use of DBTtsfull in software
testing over the past two decades. Diversity‐based testing (DBT) technique uses similarity …
testing over the past two decades. Diversity‐based testing (DBT) technique uses similarity …
Benchmarking Generative AI Models for Deep Learning Test Input Generation
Test Input Generators (TIGs) are crucial to assess the ability of Deep Learning (DL) image
classifiers to provide correct predictions for inputs beyond their training and test sets. Recent …
classifiers to provide correct predictions for inputs beyond their training and test sets. Recent …
Deep Learning System Boundary Testing through Latent Space Style Mixing
Evaluating the behavioral frontier of deep learning (DL) systems is crucial for understanding
their generalizability and robustness. However, boundary testing is challenging due to their …
their generalizability and robustness. However, boundary testing is challenging due to their …
Defect-based Testing for Safety-critical ML Components
A Sahu, C Cârlan - 2024 IEEE 35th International Symposium on …, 2024 - ieeexplore.ieee.org
The input space of machine learning (ML) components used in safety-critical applications is
complex. Due to practical restrictions, testing such components on exponentially large …
complex. Due to practical restrictions, testing such components on exponentially large …
Towards Defect-based Testing for Safety-critical ML Components
C Carlan, A Sahu - Safety-Critical Systems eJournal, 2024 - scsc.uk
The input space of Machine Learning (ML) components used in safety-critical applications is
complex. Testing such components on exponentially large datasets that cover all potential …
complex. Testing such components on exponentially large datasets that cover all potential …
[PDF][PDF] Application of Combinatorial Testing in Testing ML Systems
J Chandrasekaran - 2024 - csrc.nist.gov
Application of Combinatorial Testing in Testing ML Systems Page 1 Application of Combinatorial
Testing in Testing ML Systems Workshop on Combinatorial Testing for AI-enabled Systems …
Testing in Testing ML Systems Workshop on Combinatorial Testing for AI-enabled Systems …