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Michael Perlmutter

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#machine learning Preprint Sep 2026

Transversal Pooling Neural Networks

Many learning tasks require stability to small transformations while retaining sensitivity to larger ones. We introduce \emph{transversal pooling neural networks}, which generalize spatial max pooling to affine group actions. We establish equivariance to a chosen subgroup and derive explicit stability bounds for indivi...

Emily J. King, D. Mixon, Michael Perlmutter et al. · 0 citations

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