3 papers
cs.AI2026
Vulnerability of Natural Language Classifiers to Evolutionary Generated Adversarial Text
Manjinder Singh, Alexander E. I. Brownlee, Mohamed Elawady
Deep learning models have achieved impressive performance across various fields but remain vulnerable to adversarial inputs, particularly in NLP, where such attacks can have signif…
cs.NE2024
Evolutionary Computation and Explainable AI: A Roadmap to Understandable Intelligent Systems
Ryan Zhou, Jaume Bacardit, Alexander Brownlee +7
Artificial intelligence methods are being increasingly applied across various domains, but their often opaque nature has raised concerns about accountability and trust. In response…
cs.NE2024
Mining Potentially Explanatory Patterns via Partial Solutions
GianCarlo Catalano, Alexander E. I. Brownlee, David Cairns +2
Genetic Algorithms have established their capability for solving many complex optimization problems. Even as good solutions are produced, the user's understanding of a problem is n…