Articles with "learnability information" as a keyword



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Learnability for the Information Bottleneck

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Published in 2019 at "Entropy"

DOI: 10.3390/e21100924

Abstract: The Information Bottleneck (IB) method provides an insightful and principled approach for balancing compression and prediction for representation learning. The IB objective I(X;Z)−βI(Y;Z) employs a Lagrange multiplier β to tune this trade-off. However, in practice,… read more here.

Keywords: learnability information; learnability; information bottleneck;