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cs.LG2025
Beyond Internal Data: Bounding and Estimating Fairness from Incomplete Data
Varsha Ramineni, Hossein A. Rahmani, Emine Yilmaz +1
Ensuring fairness in AI systems is critical, especially in high-stakes domains such as lending, hiring, and healthcare. This urgency is reflected in emerging global regulations tha…
cs.LG2025
Beyond Internal Data: Constructing Complete Datasets for Fairness Testing
Varsha Ramineni, Hossein A. Rahmani, Emine Yilmaz +1
As AI becomes prevalent in high-risk domains and decision-making, it is essential to test for potential harms and biases. This urgency is reflected by the global emergence of AI re…