Author

Elisabeth Wetzer

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Preprint Oct 2026

Intrinsic Information-Theoretic Analysis of ReLU Nets

Mutual information (MI) is fundamental to representation-learning analysis in deep networks, but in high dimensions MI estimators depend on hyperparameters whose bias often dominates the signal. We show that continuous piecewise-linear (CPWL) networks, including ReLU networks, admit an intrinsic information-theoretic a...

Johan Mylius-Kroken, Elisabeth Wetzer, Ali Ramezani-Kebrya et al. · 0 citations