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Amy Loutfi

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#artificial intelligence Preprint Aug 2026

Real-Valued Hyperdimensional Sequence Representations with Hadamard Product Binding and Shift Equivariance

Three real-valued position-encoding variants are proposed: a real-valued baseline based on the inverse Fourier transform, a real-valued baseline based on the inverse Fourier transform, and Sinusoid and Cosine-only representations derived from Random Fourier Features.

Kenny Schlegel, D. Rachkovskij, D. Kleyko et al. · 0 citations