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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 held‑out performance do …

  2. To Grok Grokking: Provable Grokking in Ridge Regression

    3 days ago · We study grokking, the onset of generalization long after overfitting, in a classical ridge regression setting. We prove end-to-end grokking results for learning over-parameterized linear …

  3. 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 after they have...

  4. GROKKING Definition & Meaning - Merriam-Webster

    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 of science fiction. Grok …

  5. What is Grokking? From Rote to Revelation, overfitting ...

    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 overfit might …

  6. 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 considering …

  7. 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 reported the …