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Rethinking the Information Bottleneck: Structured Decomposition under Label-Induced Partitions
Standard information bottleneck (IB) regularization constrains representations via a single scalar I(Z;X), implicitlytreating all information as homogeneous. However, a single global compression control couples label-relevant structurewith residual within-condition variation, rather than regulating
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