A survey on optimization techniques for edge artificial intelligence (ai)

C Surianarayanan, JJ Lawrence, PR Chelliah… - Sensors, 2023 - mdpi.com
Artificial Intelligence (Al) models are being produced and used to solve a variety of current
and future business and technical problems. Therefore, AI model engineering processes …

A modern primer on processing in memory

O Mutlu, S Ghose, J Gómez-Luna… - … computing: from devices …, 2022 - Springer
Modern computing systems are overwhelmingly designed to move data to computation. This
design choice goes directly against at least three key trends in computing that cause …

Ambit: In-memory accelerator for bulk bitwise operations using commodity DRAM technology

V Seshadri, D Lee, T Mullins, H Hassan… - Proceedings of the 50th …, 2017 - dl.acm.org
Many important applications trigger bulk bitwise operations, ie, bitwise operations on large
bit vectors. In fact, recent works design techniques that exploit fast bulk bitwise operations to …

Benchmarking a new paradigm: Experimental analysis and characterization of a real processing-in-memory system

J Gómez-Luna, I El Hajj, I Fernandez… - IEEE …, 2022 - ieeexplore.ieee.org
Many modern workloads, such as neural networks, databases, and graph processing, are
fundamentally memory-bound. For such workloads, the data movement between main …

Large language model inference acceleration: A comprehensive hardware perspective

J Li, J Xu, S Huang, Y Chen, W Li, J Liu, Y Lian… - ar** bits in memory without accessing them: An experimental study of DRAM disturbance errors
Y Kim, R Daly, J Kim, C Fallin, JH Lee, D Lee… - ACM SIGARCH …, 2014 - dl.acm.org
Memory isolation is a key property of a reliable and secure computing system--an access to
one memory address should not have unintended side effects on data stored in other …