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2025 1

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Multi-Group Proportional Representation for Text-to-Image Models

cs.CV · 2025-05-29 · conditional · novelty 6.0

The authors apply the MPR metric (an integral probability metric) to text-to-image generation, derive tractable forms for linear and decision-tree function classes, and use it as a fine-tuning objective that reduces intersectional demographic bias while keeping CLIP scores nearly unchanged.

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  • Multi-Group Proportional Representation for Text-to-Image Models cs.CV · 2025-05-29 · conditional · none · ref 2

    The authors apply the MPR metric (an integral probability metric) to text-to-image generation, derive tractable forms for linear and decision-tree function classes, and use it as a fine-tuning objective that reduces intersectional demographic bias while keeping CLIP scores nearly unchanged.