ClaPIM: Scalable Sequence CLAssification using Processing-In-Memory

1 code implementation • 16 Feb 2023 • Marcel Khalifa, Barak Hoffer, Orian Leitersdorf, Robert Hanhan, Ben Perach, Leonid Yavits, Shahar Kvatinsky

Specifically, we propose a custom filtering technique that drastically narrows the search space and a search approach that facilitates approximate string matching through a distance function.

Classification

Efficient Training of the Memristive Deep Belief Net Immune to Non-Idealities of the Synaptic Devices

no code implementations • 15 Mar 2022 • Wei Wang, Barak Hoffer, Tzofnat Greenberg-Toledo, Yang Li, Minhui Zou, Eric Herbelin, Ronny Ronen, Xiaoxin Xu, Yulin Zhao, Jianguo Yang, Shahar Kvatinsky

Nevertheless, the implementation of the VMM needs complex peripheral circuits and the complexity further increases since non-idealities of memristive devices prevent precise conductance tuning (especially for the online training) and largely degrade the performance of the deep neural networks (DNNs).