Construct · 1 fields · 1 citations

grokking: a standalone construct

One name. One construct. A landmark on the map.

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Machine learning

a network that has already memorized its training data suddenly generalizes to held-out data long after training loss has flattened.

In machine learning, grokking refers to a network that has already memorized its training data suddenly generalizes to held-out data long after training loss has flattened. This meaning comes from Power (2022) in arXiv.[1]

Unit
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Nearby constructs

learning6 fields · 14 citationsjingle · one name, six constructs loss2 fields · 3 citationsjingle · one word, two constructs network4 fields · 6 citationsjingle · one word, four constructs

References

Power, A., Burda, Y., Edwards, H., Babuschkin, I., & Misra, V. (2022). Grokking: Generalization Beyond Overfitting on Small Algorithmic Datasets. arXiv. https://doi.org/10.48550/arxiv.2201.02177

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