2026
Fair Dataset Distillation via Cross-Group Barycenter Alignment
ICML 2026poster
Dataset Distillation aims to compress a large dataset into a small synthetic one while maintaining predictive performance. We show that as different demographic groups exhibit distinct predictive patterns, the distillation process struggles to simultaneously preserve informative signals for all subg…