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Nia Mucher

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#diffusion models Oct 2026

A Proxy-Based Method for Measuring Racial Disparities in Text-to-Image Generators

We present an automated method for auditing text-to-image generators for representational bias against ground-truth demographic benchmarks. Our approach adapts the racial proxy variables used in U.S. antidiscrimination law to provide a fine-grained comparative analysis of variations in racial representation in generate...

Nia Mucher, Ngan Pham, Jason Chin et al. · 0 citations

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