no code implementations • 5 Oct 2023 • Dhireesha Kudithipudi, Anurag Daram, Abdullah M. Zyarah, Fatima Tuz Zohora, James B. Aimone, Angel Yanguas-Gil, Nicholas Soures, Emre Neftci, Matthew Mattina, Vincenzo Lomonaco, Clare D. Thiem, Benjamin Epstein
Lifelong learning - an agent's ability to learn throughout its lifetime - is a hallmark of biological learning systems and a central challenge for artificial intelligence (AI).
no code implementations • 22 Jun 2020 • Abdullah M. Zyarah, Kevin Gomez, Dhireesha Kudithipudi
We also illustrate that the system offers 3. 46X reduction in latency and 77. 02X reduction in power consumption when compared to a custom CMOS digital design implemented at the same technology node.
no code implementations • 26 Feb 2020 • Fatima Tuz Zohora, Abdullah M. Zyarah, Nicholas Soures, Dhireesha Kudithipudi
In the $128\times128$ network, it is observed that the number of input patterns the multistate synapse can classify is $\simeq$ 2. 1x that of a simple binary synapse model, at a mean accuracy of $\geq$ 75% .
no code implementations • 27 Dec 2018 • Abdullah M. Zyarah, Dhireesha Kudithipudi
A memristor that is suitable for emulating the HTM synapses is identified and a new Z-window function is proposed.
no code implementations • 17 Aug 2018 • Abdullah M. Zyarah, Dhireesha Kudithipudi
The spatial pooler architecture is synthesized on Xilinx ZYNQ-7, with 91. 16% classification accuracy for MNIST and 90\% accuracy for EUNF, with noise.