A new information-theoretic compression framework, the Divergence Information Bottleneck, characterizes exact and soft probabilistic symmetries via a compression-preservation trade-off.
Towards Information Theory-Based Discovery of Equivariances
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An Informational Parsimony Perspective on Probabilistic Symmetries
A new information-theoretic compression framework, the Divergence Information Bottleneck, characterizes exact and soft probabilistic symmetries via a compression-preservation trade-off.