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Author

Ignacio Serna

Universidad Autónoma de Madrid

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Jul 2026

Unraveling Machine Behavior by Multi-Level Bias Analysis and Detection: Methodology and Application to Computer Vision

Three bias detection approaches are proposed, which characterizes the latent space prior to the final classification layer using neighbor-probability distributions and quantifies bias with the two-sample Kolmogorov-Smirnov test on the per-group distributions.

Ignacio Serna, Aythami Morales, J. Fiérrez · 3 citations

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