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  1. 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 …

  2. 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 …

  3. 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 …

  4. 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 …

  5. GROKKING Definition & Meaning - Merriam-Webster

    Dec 7, 2016 · Grok may be the only English word that derives from Martian. Yes, we do mean the language of the planet Mars. No, we're not getting spacey; we've just ventured into the realm …

  6. Carlisia Campos - Grokking

    Nov 26, 2025 · Grokking implies experiential, embodied learning, something beyond surface-level exposure. It hints of an orientation towards fluid intuition, rather than rigid knowing or …

  7. Do Machine Learning Models Memorize or Generalize?

    When Does Grokking Happen? It’s important to note that grokking is a contingent phenomenon — it goes away if model size, weight decay, data size and other hyper parameters aren’t just …

  8. 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 …

  9. Structure and Interpretation of Deep Networks

    Grokking is a fascinating phenomenon where a model, after a period of apparent stagnation, suddenly experiences a rapid and significant improvement in performance.

  10. Grokking - definition of grokking by The Free Dictionary

    Define grokking. grokking synonyms, grokking pronunciation, grokking translation, English dictionary definition of grokking. tr.v. grok·ked , grok·king , groks Slang To understand …