SALN selects within-batch training samples using the Fiedler vector of a spectral similarity graph, reporting large speedups and accuracy gains that are only partly supported by the tabulated results.
Bottou, Large-Scale Machine Learning with Stochas- tic Gradient Descent
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Optimizing Data Curation through Spectral Analysis and Joint Batch Selection (SALN)
SALN selects within-batch training samples using the Fiedler vector of a spectral similarity graph, reporting large speedups and accuracy gains that are only partly supported by the tabulated results.