2 papers
cs.AI2026
Learning Rate Engineering: From Coarse Single Parameter to Layered Evolution
Ming-Hong Yao, Di Wang, Jian Cui +5
Learning rate scheduling has evolved from the single global fixed rate of early SGD to sophisticated layer-wise adaptive strategies. We systematize this evolution into five generat…
cs.CV2025
GeoDM: Geometry-aware Distribution Matching for Dataset Distillation
Xuhui Li, Zhengquan Luo, Zihui Cui +1
Dataset distillation aims to synthesize a compact subset of the original data, enabling models trained on it to achieve performance comparable to those trained on the original larg…