A unitary embedding turns discrete hyperdimensional vectors into waveforms, realizing bundling as superposition, permutation as phase evolution, binding as spectral mixing with aliasing, and similarity as differential power readout.
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XL-HD uses fixed Sobol projections and real-to-binary prototype optimization to deliver competitive accuracy on MNIST, UCIHAR, and ISOLET with a 0.395 mm² IMC engine at 0.40 μJ per inference.
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A wave-geometric duality for hyperdimensional computing
A unitary embedding turns discrete hyperdimensional vectors into waveforms, realizing bundling as superposition, permutation as phase evolution, binding as spectral mixing with aliasing, and similarity as differential power readout.