Author name: Hiroyuki Chuma, Kanji Otsuka, Yoichi Sato

Beyond LLMs, Sparse Distributed Memory, and Neuromorphics <A Hyper-Dimensional SRAM-CAM “VaCoAl” for Ultra-High Speed, Ultra-Low Power, and Low Cost>

Hiroyuki Chuma, Kanji Otsuka, Yoichi Sato / April 20, 2026

arXiv:2604.11665v4 Announce Type: replace-cross
Abstract: This paper reports an unexpected finding: in a deterministic hyperdimensional computing (HDC) architecture **that inverts the conventional role of Galois-field algebra — employing it not for e…

cs.AI, cs.NE

Beyond LLMs, Sparse Distributed Memory, and Neuromorphics <A Hyper-Dimensional SRAM-CAM “VaCoAl” for Ultra-High Speed, Ultra-Low Power, and Low Cost>

Hiroyuki Chuma, Kanji Otsuka, Yoichi Sato / April 17, 2026

arXiv:2604.11665v3 Announce Type: replace-cross
Abstract: This paper reports an unexpected finding: in a deterministic hyperdimensional computing (HDC) architecture based on Galois-field algebra, a path-dependent semantic selection mechanism emerges, …

cs.AI, cs.NE

Beyond LLMs, Sparse Distributed Memory, and Neuromorphics <A Hyper-Dimensional SRAM-CAM “VaCoAl” for Ultra-High Speed, Ultra-Low Power, and Low Cost>

Hiroyuki Chuma, Kanji Otsuka, Yoichi Sato / April 14, 2026

arXiv:2604.11665v1 Announce Type: cross
Abstract: This paper reports an unexpected finding: in a deterministic hyperdimensional computing (HDC) architecture based on Galois-field algebra, a path-dependent semantic selection mechanism emerges, equivale…