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Konstantinos M. Giannoutakis

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#machine learning Preprint Sep 2026

Prototype-Rule Neurosymbolic Regularization for Rank-Constrained Tensor Neural Networks under Label Scarcity

Rank-constrained tensor neural networks reduce the parameterization of high-order inputs, but they do not explicitly constrain class geometry in the learned representation. This study investigates whether a differentiable prototype-rule can provide a complementary inductive bias for Rank-R tensor learning under limited...

Eftychios Protopapadakis, Konstantinos Makantasis, Konstantinos M. Giannoutakis · 0 citations