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The Gold in Bias: Maturing the AI Design Process through Verification

Maghool, Samira et al.
arXiv (All) · Papers
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Bias in AI systems is typically framed as a flaw to be minimized, yet it also serves as a critical indicator of underlying weaknesses in data, modeling assumptions, and system design. Existing approaches often treat bias as an isolated problem rather than as evidence that can strengthen verification
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