Topic: Generalization

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  1. Grokking: Generalization Beyond Overfitting on Small Algorithmic Datasets

    PaperJan 6, 2022arXivAlethea Power, Yuri Burda, Harri Edwards, Igor Babuschkin, Vedant Misra

    We demonstrate a striking phenomenon in the training dynamics of neural networks on small algorithmic datasets: networks that initially severely overfit the training data can, after continued train...

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