# Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence

> Research article (Neural Information Processing Systems, 2019) · cited 38× · AI/ML

**Wikidata**: [openalex:W2970176896](https://www.wikidata.org/wiki/openalex:W2970176896)  
**Source**: https://4ort.xyz/entity/time-matters-in-regularizing-deep-networks-weight-decay-and-data-augmentation-affect-early-learning-dynamics-matter-litt