Statistical attribute alignment for black-box generative AI via output post-processing

AI Digest - ArXiv AI

Statistical attribute alignment for black-box generative AI via output post-processing

Generative AI systems are increasingly used, but aligning their outputs with user requirements poses a continuing challenge. Here, we aim to ensure that the distribution of an attribute of an AI-generated output aligns with a user-specified target. This is motivated by examples such as fairness, where we want to ensure that a protected attribute (e.g., gender, race, or age categories) follows a desired distribution, and synthetic data generation, where we want the generated data to be representa

Source: ArXiv AI