Hdtorch: accelerating hyperdimensional computing with gp-gpus for design space exploration

HIGHLIGHTS

• who: William Andrew Simon and colleagues from the Embedded Systems Laboratory (ESL), Swiss Federal Institute of Technology Lausanne (EPFL), Switzerland have published the research: HDTorch: Accelerating Hyperdimensional Computing with GP-GPUs for Design Space Exploration, in the Preprint: Arxiv of 9/06/2022
• what: The authors demonstrate HDTorch`s utility by analyzing four HDC benchmark datasets in terms of accuracy runtime and memory consumption utilizing both classical and online HD training methodologies. The authors demonstrate average (training)/inference speedups of_(111x/68x)/87x for classical/online HD respectively. The authors demonstrate how HDTorch enables exploration . . .
  

   

  

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