@article{whengenerativeaugmentationhurtsabenchmar, title = {When Generative Augmentation Hurts: A Benchmark Study of GAN and Diffusion Models for Bias Correction in AI Classification Systems}, author = {Shesh Narayan Gupta and Nik Bear Brown}, year = {2026}, eprint = {2603.16134}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.16134}, }