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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Roa Alharbi

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Open access 2026

Search-Based Test Case Generation for Unfairness Detection in Multi-Layer Perceptron-Based Systems: A Genetic Algorithm Approach and Empirical Evaluation

A Genetic Algorithm–based Test Case Generation (GATCG) framework that combines knowledge-based reasoning with multi-objective evolutionary optimization to reveal unfair behavior dynamically is proposed that extends beyond single-metric detection to include automatic and adaptable fairness testing.

Roa Alharbi, Noureddine Abbadeni · 0 citations

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