notesum.ai

Published at October 20

Data Augmentation via Diffusion Model to Enhance AI Fairness

cs.AI

cs.LG

Released Date: October 20, 2024

Authors: Christina Hastings Blow¹, Lijun Qian¹, Camille Gibson¹, Pamela Obiomon¹, Xishuang Dong¹

Aff.: ¹Unknown

Arxiv: https://arxiv.org/abs/2410.15470v1

Refer to caption

Metrics	Fairness Ranges
SPD	$-0.10\leq fair\leq 0.10$
EOD	$0.10\leq fair\leq 0.10$
AOD	$-0.10\leq fair\leq 0.10$
DI	$0.80\leq fair\leq 1.20$
TI	$0\leq fair\leq 0.25$