2 papers
cs.LG2026
CLion: Efficient Cautious Lion Optimizer with Enhanced Generalization
Feihu Huang, Guanyi Zhang, Songcan Chen
Lion optimizer is a popular learning-based optimization algorithm in machine learning, which shows impressive performance in training many deep learning models. Although convergenc…
cs.LG2026
HomeAdam: Adam and AdamW Algorithms Sometimes Go Home to Obtain Better Provable Generalization
Feihu Huang, Guanyi Zhang, Songcan Chen
Adam and AdamW are a class of default optimizers for training deep learning models in machine learning. These adaptive algorithms converge faster but generalize worse compared to S…