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cs.SE2025
Causally Perturbed Fairness Testing
Chengwen Du, Tao Chen
To mitigate unfair and unethical discrimination over sensitive features (e.g., gender, age, or race), fairness testing plays an integral role in engineering systems that leverage A…
cs.SE2024
Contexts Matter: An Empirical Study on Contextual Influence in Fairness Testing for Deep Learning Systems
Chengwen Du, Tao Chen
Background: Fairness testing for deep learning systems has been becoming increasingly important. However, much work assumes perfect context and conditions from the other parts: wel…