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On the Sparsity-Storage-Accuracy Tradeoff in Parsimoniously Activated Dictionary Learning
PADL is recast as structured MAP estimation with latent global activation patterns, yielding generalization bounds and an analytical sparsity-storage-accuracy tradeoff for automatic hyperparameter selection and improved reconstruction.
Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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