14 citations · 15 across the 4 of their papers we have counts for
4 papers
All-in-Memory Stochastic Computing using ReRAM
João Paulo C. de Lima, Mehran Shoushtari Moghadam, Sercan Aygun +3
As the demand for efficient, low-power computing in embedded and edge devices grows, traditional computing methods are becoming less effective for handling complex tasks. Stochasti…
uHD: Unary Processing for Lightweight and Dynamic Hyperdimensional Computing
Sercan Aygun, Mehran Shoushtari Moghadam, M. Hassan Najafi
Hyperdimensional computing (HDC) is a novel computational paradigm that operates on long-dimensional vectors known as hypervectors. The hypervectors are constructed as long bit-str…
P2LSG: Powers-of-2 Low-Discrepancy Sequence Generator for Stochastic Computing
Mehran Shoushtari Moghadam, Sercan Aygun, Mohsen Riahi Alam +1
Stochastic Computing (SC) is an unconventional computing paradigm processing data in the form of random bit-streams. The accuracy and energy efficiency of SC systems highly depend…
Learning from Hypervectors: A Survey on Hypervector Encoding
Sercan Aygun, Mehran Shoushtari Moghadam, M. Hassan Najafi +1
Hyperdimensional computing (HDC) is an emerging computing paradigm that imitates the brain's structure to offer a powerful and efficient processing and learning model. In HDC, the…