Presentation
Unleashing the Potential of Hyperdimensional Computing on Skyrmion Racetrack Memories
DescriptionSkyrmion Racetrack Memory is a promising non-volatile memory solution, known for high access performance, density, and energy efficiency. However, issues arise with excessive shift and insert operations, especially for large-scale data like hyperdimensional computing. Additionally, the von-Neumann architecture faces memory bandwidth bottlenecks in such contexts. To address this, the proposed architecture enhances Skyrmion Racetrack Memory by enabling in-memory hyperdimensional computing and minimizing unnecessary operations. It employs a bit-interleaved-like data layout to reduce shift operations and a paired nanotrack counter to transform insert/delete tasks into faster shift operations, achieving an 8x shift reduction compared to traditional designs.
Event Type
Networking
Work-in-Progress Poster
TimeSunday, June 226:00pm - 7:00pm PDT
LocationLevel 3 Lobby