2 papers
cs.LG2026
Multiclass Linear Perceptrons with Multiplicative Margins
Dmitri Rachkovskij, Evgeny Osipov, Olexander Volkov +2
This paper introduces a family of multiclass linear Perceptron classifiers with a multiplicative margin mechanism (MMPerc), as an alternative to standard margin-free and additive m…
cs.AI2026
Real-Valued Hyperdimensional Sequence Representations with Hadamard Product Binding and Shift Equivariance
Kenny Schlegel, Dmitri A. Rachkovskij, Denis Kleyko +3
Encoding temporal order is a fundamental requirement for sequence representations in Hyperdimensional Computing. Fractional Power Encoding provides similarity-preserving position v…