Grokking (machine learning) - Wikipedia
In ML research, "grokking" is not used as a synonym for "generalization"; rather, it names a sometimes-observed delayed‑generalization training phenomenon in which training and …
[2201.02177] Grokking: Generalization Beyond Overfitting on …
Jan 6, 2022 · In this paper we propose to study generalization of neural networks on small algorithmically generated datasets. In this setting, questions about data efficiency, …
What is Grokking? From Rote to Revelation, overfitting represents …
May 15, 2025 · Grokking forces us to reconsider established practices in training neural networks. It challenges the validity of early stopping criteria and suggests that a model appearing to …
Grokking in Neural Networks: A Review | SN Computer Science
Jul 11, 2025 · One such phenomenon is grokking. According to the Oxford English Dictionary, “to grok something” means “to understand something completely using your feelings rather than …
Grokking - GitHub Pages
Grokking, or delayed generalization, is a phenomenon where generalization in a deep neural network (DNN) occurs long after achieving near zero training error. Previous studies have …
Carlisia Campos - Grokking
Oct 13, 2025 · Grokking implies experiential, embodied learning, something beyond surface-level exposure. It hints of an orientation towards fluid intuition, rather than rigid knowing or …
Grokking Explained: A Statistical Phenomenon - arXiv.org
Feb 3, 2025 · Grokking, or delayed generalization, is an intriguing learning phenomenon where test set loss decreases sharply only after a model’s training set loss has converged. This …
Grokking: A Deep Dive into Delayed Generalization in Neural
Jun 14, 2024 · One of the most intriguing is the phenomenon of grokking, where neural networks exhibit surprisingly delayed generalization, achieving high performance on unseen data long …
Grokking in Neural Networks: A Closer Look - Simple Science
Jun 20, 2025 · Grokking is a term used to describe a sudden change in how neural networks perform during their training. In this process, these networks can switch from merely …
Understanding Grokking In Artificial Intelligence
Apr 11, 2025 · Grokking describes when an AI system appears to suddenly "get it" after a lengthy period of seemingly minimal progress. Initially, the AI memorizes training examples without …