In-memory computing accelerators for emerging learning paradigms

D Reis, AF Laguna, M Niemier, XS Hu - Proceedings of the 28th Asia and …, 2023 - dl.acm.org
Over the past decades, emerging, data-driven machine learning (ML) paradigms have
increased in popularity, and revolutionized many application domains. To date, a substantial …

Robust implementation of retrieval-augmented generation on edge-based computing-in-memory architectures

R Qin, Z Yan, D Zeng, Z Jia, D Liu, J Liu… - ar** and pipeline optimization
L Han, P Huang, Z Zhou, Y Chen… - 2023 60th ACM/IEEE …, 2023 - ieeexplore.ieee.org
The pipeline is an efficient solution to boost performance in non-volatile memory based
computing in memory (nvCIM) convolution neural network (CNN) accelerators. However, the …

Cross-Layer Modeling and Design of Content Addressable Memories in Advanced Technology Nodes for Similarity Search

S Narla, P Kumar, M Adnaan… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In this article, we present a comprehensive design and benchmarking study of content
addressable memory (CAM) at the 7-nm technology node in the context of similarity search …

Flips: A Flexible Partitioning Strategy Near Memory Processing Architecture for Recommendation System

Y Qiu, L Lu, S Yi, M **g, X Zeng… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
Personalized recommendation systems are massively deployed in production data centers.
The memory-intensive embedding layers of recommendation systems are the crucial …

Smoothing Disruption Across the Stack: Tales of Memory, Heterogeneity, & Compilers

M Niemier, Z Enciso, M Sharifi, XS Hu… - … , Automation & Test …, 2024 - ieeexplore.ieee.org
Multiple research vectors represent possible paths to improved energy and performance
metrics at the application-level. There are active efforts with respect to emerging logic …

A 5T-2MTJ STT-assisted Spin Orbit Torque based Ternary Content Addressable Memory for Hardware Accelerators

S Narla, P Kumar, A Naeemi - arxiv preprint arxiv:2409.17863, 2024 - arxiv.org
In this work, we present a novel non-volatile spin transfer torque (STT) assisted spin-orbit
torque (SOT) based ternary content addressable memory (TCAM) with 5 transistors and 2 …