2 papers
cs.CV2026
Pool-Select-Refine for Allocation-Aware Generative Dataset Distillation
Wenmin Li, Shunsuke Sakai, Zhongkai Zhao +1
Diffusion-based dataset distillation has recently emerged as a promising paradigm for condensing large-scale datasets into compact synthetic sets. By leveraging pretrained generati…
cs.CV2025
Contrastive Learning-Enhanced Trajectory Matching for Small-Scale Dataset Distillation
Wenmin Li, Shunsuke Sakai, Tatsuhito Hasegawa
Deploying machine learning models in resource-constrained environments, such as edge devices or rapid prototyping scenarios, increasingly demands distillation of large datasets int…