83 citations · 85 across the 10 of their papers we have counts for
5 papers · 1 filter
Modeling and Optimization of Two-Terminal Spin-Orbit-Torque MRAM
Md Nahid Haque Shazon, Piyush Kumar, Luqiao Liu +2
This paper presents physical modeling and benchmarking for two-terminal spin-orbit torque magnetic random-access memory (2T-SOT-MRAM). The results indicate that the common SOT mate…
Cross-Layer Co-Designed In-Memory Hyperdimensional Computing Accelerator for Proteomics at the Edge
Md Mizanur Rahaman Nayan, Zheyu Li, Flavio Ponzina +4
Database (DB) search and clustering are fundamental to data-analytics workloads such as mass spectrometry-driven proteomics. Current workflows rely on resource-intensive search and…
Content Addressable Memory Design with Reference Resistor for Improved Search Resolution
Siri Narla, Steven J. Koester, Rebecca A. Dawley +3
Despite the parallel in-memory search capabilities of content addressable memories (CAMs), their use in applications is constrained by their limited resolution that worsens as they…
HyDra: SOT-CAM Based Vector Symbolic Macro for Hyperdimensional Computing
Md Mizanur Rahaman Nayan, Che-Kai Liu, Zishen Wan +2
Hyperdimensional computing (HDC) is a brain-inspired paradigm valued for its noise robustness, parallelism, energy efficiency, and low computational overhead. Hardware accelerators…
Axon: A novel systolic array architecture for improved run time and energy efficient GeMM and Conv operation with on-chip im2col
Md Mizanur Rahaman Nayan, Ritik Raj, Gouse Basha Shaik +2
General matrix multiplication (GeMM) is a core operation in virtually all AI applications. Systolic array (SA) based architectures have shown great promise as GeMM hardware acceler…