Where does meaning in a hypervector come from?
How projected and learned representations overcome the limitations of random codebooks (which lack semantic structure), bringing useful notions of similarity into hypervector space.
2026
Why permutation matters in HDC
An introduction to the role of permutation in hyperdimensional computing and how it preserves structural information in ways that multiplicative binding cannot.
A brief history of vector symbolic architectures
How the problem of representing structured knowledge in distributed systems gave rise to the family now known as HDC and VSA.
The Holographic Nature of Hypervectors
How Hyperdimensional Computing distributes information across an entire hypervector, helping representations degrade gradually under noise.
What is a Hypervector?
A closer look at the high-dimensional, distributed mathematical objects that give hyperdimensional computing its unusual geometry.
Introduction to Hyperdimensional Computing
A gentle introduction to how hyperdimensional computing represents, combines, and retrieves information using high-dimensional hypervectors.
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