14 citations · 30 across the 5 of their papers we have counts for
5 papers
A fully parallel densely connected probabilistic Ising machine with inertia for real-time applications
Ruomin Zhu, Abhishek Kumar Singh, Jérémie Laydevant +5
Ising machines---special-purpose hardware for heuristically solving Ising optimization problems---based on probabilistic bits (p-bits) have been established as a promising alternat…
Ergodicity, lack thereof, and the performance of reservoir computing with memristive networks
Valentina Baccetti, Ruomin Zhu, Zdenka Kuncic +1
Networks composed of nanoscale memristive components, such as nanowire and nanoparticle networks, have recently received considerable attention because of their potential use as ne…
Memristive Reservoirs Learn to Learn
Ruomin Zhu, Jason K. Eshraghian, Zdenka Kuncic
Memristive reservoirs draw inspiration from a novel class of neuromorphic hardware known as nanowire networks. These systems display emergent brain-like dynamics, with optimal perf…
Ballistic deposition with memory: a new universality class of surface growth with a new scaling law
Ahmed Roman, Ruomin Zhu, Ilya Nemenman
Motivated by recent experimental studies in microbiology, we suggest a modification of the classic ballistic deposition model of surface growth, where the memory of a deposition at…
Harnessing adaptive dynamics in neuro-memristive nanowire networks for transfer learning
Ruomin Zhu, Joel Hochstetter, Alon Loeffler +5
Nanowire networks (NWNs) represent a unique hardware platform for neuromorphic information processing. In addition to exhibiting synapse-like resistive switching memory at their cr…