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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
Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence
Summary
Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence is a scholarly article[1].
Key Facts
Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence's instance of is recorded as scholarly article[2].
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Use these citations when quoting this entity in research, articles, AI prompts, or wherever provenance matters. We aggregate Wikidata + Wikipedia + authoritative open-data sources; the stitched, scored, cross-referenced view is what 4ort.xyz contributes.
APA4ort.xyz Knowledge Graph. (2026). Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence. Retrieved May 24, 2026, from https://4ort.xyz/entity/time-matters-in-regularizing-deep-networks-weight-decay-and-data-augmentation-affect-early-learning-dynamics-matter-litt
MLA“Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/time-matters-in-regularizing-deep-networks-weight-decay-and-data-augmentation-affect-early-learning-dynamics-matter-litt.
BibTeX@misc{4ortxyz_time-matters-in-regularizing-deep-networks-weight-decay-and-data-augmentation-affect-early-learning-dynamics-matter-litt_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence}}, year = {2026}, url = {https://4ort.xyz/entity/time-matters-in-regularizing-deep-networks-weight-decay-and-data-augmentation-affect-early-learning-dynamics-matter-litt}, note = {Accessed: 2026-05-24}}
LLM promptAccording to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence — https://4ort.xyz/entity/time-matters-in-regularizing-deep-networks-weight-decay-and-data-augmentation-affect-early-learning-dynamics-matter-litt (retrieved 2026-05-24)
