400 citations · 1.1k across the 18 of their papers we have counts for
18 papers
Improved Hopfield Network Optimization using Manufacturable Three-terminal Electronic Synapses
Su-in Yi, Suhas Kumar, R. Stanley Williams
We describe via simulation novel optimization algorithms for a Hopfield neural network constructed using manufacturable three-terminal Silicon-Oxide-Nitride-Oxide-Silicon (SONOS) s…
Size scaling, dynamics, and electro-thermal bifurcation of VO2 Mott oscillators
Stephanie M. Bohaichuk, Suhas Kumar, Miguel Muñoz Rojo +7
Traditional electronic devices are well-known to improve in speed and energy-efficiency as their dimensions are reduced to the nanoscale. However, this scaling behavior remains unc…
Thermodynamic Computing
Tom Conte, Erik DeBenedictis, Natesh Ganesh +36
The hardware and software foundations laid in the first half of the 20th Century enabled the computing technologies that have transformed the world, but these foundations are now u…
PUMA: A Programmable Ultra-efficient Memristor-based Accelerator for Machine Learning Inference
Aayush Ankit, Izzat El Hajj, Sai Rahul Chalamalasetti +8
Memristor crossbars are circuits capable of performing analog matrix-vector multiplications, overcoming the fundamental energy efficiency limitations of digital logic. They have be…
Long short-term memory networks in memristor crossbars
Can Li, Zhongrui Wang, Mingyi Rao +14
Recent breakthroughs in recurrent deep neural networks with long short-term memory (LSTM) units has led to major advances in artificial intelligence. State-of-the-art LSTM models w…
Challenges to Keeping the Computer Industry Centered in the US
Thomas M. Conte, Erik P. Debenedictis, R. Stanley Williams +1
It is undeniable that the worldwide computer industry's center is the US, specifically in Silicon Valley. Much of the reason for the success of Silicon Valley had to do with Moore'…