HyperSpace shows HRR and FHRR have comparable end-to-end runtime in spatial tasks despite FHRR's lower theoretical complexity per operation, with HRR using roughly half the memory.
Cohen, and Nitish Thakor
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HyperSpace: A Generalized Framework for Spatial Encoding in Hyperdimensional Representations
HyperSpace shows HRR and FHRR have comparable end-to-end runtime in spatial tasks despite FHRR's lower theoretical complexity per operation, with HRR using roughly half the memory.