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Author

D. Mixon

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BalLOT: Balanced k-means clustering with optimal transport

An optimal transport approach to alternating minimization called BalLOT is introduced, and it is shown that it delivers a fast and effective solution to the fundamental problem of balanced $k$-means clustering.

Wen-Yan Luo, D. Mixon · 0 citations
#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
#machine learning Preprint Aug 2026

Towards a mathematical theory of superposition

A mathematical theory of superposition in neural networks using tools from frame theory and compressed sensing and a novel characterization of the distribution of signs in the Gram matrix is developed.

Michael I. Ivanitskiy, J. Jasper, Emily J. King et al. · 1 citation

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