11 citations · 11 across the 1 of their papers we have counts for
5 papers
In-memory hyperdimensional computing
Geethan Karunaratne, Manuel Le Gallo, Giovanni Cherubini +3
Hyperdimensional computing (HDC) is an emerging computational framework that takes inspiration from attributes of neuronal circuits such as hyperdimensionality, fully distributed h…
Analysis of Contraction Effort Level in EMG-Based Gesture Recognition Using Hyperdimensional Computing
Ali Moin, Andy Zhou, Simone Benatti +3
Varying contraction levels of muscles is a big challenge in electromyography-based gesture recognition. Some use cases require the classifier to be robust against varying force cha…
Exploring Embedding Methods in Binary Hyperdimensional Computing: A Case Study for Motor-Imagery based Brain-Computer Interfaces
Michael Hersche, José del R. Millán, Luca Benini +1
Key properties of brain-inspired hyperdimensional (HD) computing make it a prime candidate for energy-efficient and fast learning in biosignal processing. The main challenge is how…
Hyperdimensional Computing Nanosystem
Abbas Rahimi, Tony F. Wu, Haitong Li +4
One viable solution for continuous reduction in energy-per-operation is to rethink functionality to cope with uncertainty by adopting computational approaches that are inherently r…
An 826 MOPS, 210 uW/MHz Unum ALU in 65 nm
Florian Glaser, Stefan Mach, Abbas Rahimi +3
To overcome the limitations of conventional floating-point number formats, an interval arithmetic and variable-width storage format called universal number (unum) has been recently…