A review of cryogenic neuromorphic hardware

MM Islam, S Alam, MS Hossain, K Roy… - Journal of Applied …, 2023 - pubs.aip.org
The revolution in artificial intelligence (AI) brings up an enormous storage and data
processing requirement. Large power consumption and hardware overhead have become …

A cryogenic artificial synapse based on superconducting memristor

MM Islam, S Alam, MRI Udoy, MS Hossain… - Proceedings of the Great …, 2023 - dl.acm.org
Spiking neural network (SNN) has emerged as the most biologically accurate approach for
information encoding in neuromorphic computing. Cryogenic neuromorphic hardware …

[HTML][HTML] Machine learning-powered compact modeling of stochastic electronic devices using mixture density networks

J Hutchins, S Alam, DS Rampini, BG Oripov… - Scientific Reports, 2024 - nature.com
The relentless pursuit of miniaturization and performance enhancement in electronic
devices has led to a fundamental challenge in the field of circuit design and simulation-how …

A deep dive into the design space of a dynamically reconfigurable cryogenic spiking neuron

MM Islam, S Alam, CD Schuman… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Spiking neural network offers the most bio-realistic approach to mimic the parallelism and
compactness of the human brain. A spiking neuron is the central component of an SNN …

A SPICE-based Framework to Emulate Quantum Circuits with classical LC Resonators

MM Islam, S Hossain, A Aziz - 2023 24th International …, 2023 - ieeexplore.ieee.org
A circuit system consisting of LC-oscillators is mathematically shown to emulate quantum
circuits. Here we develop a SPICE-based framework for emulating universal quantum gates …

Cryogenic Neuromorphic Hardware

MM Islam, S Alam, MS Hossain, K Roy… - arXiv preprint arXiv …, 2022 - arxiv.org
The revolution in artificial intelligence (AI) brings up an enormous storage and data
processing requirement. Large power consumption and hardware overhead have become …

Impact of Neuron Firing Rate on Application and Algorithm Performance

L Sharpe, J Steed, M Mazharul Islam, A Aziz… - Proceedings of the …, 2023 - dl.acm.org
Neurons that fire multiple spikes on activation are commonly observed in biological systems,
but the impact of their inclusion in neuromorphic systems has not been thoroughly analyzed …

Quantum Anomalous Hall Effect-Based Variation Robust Binary Content Addressable Memory

MM Islam, J Hutchins, S Alam… - 2023 IEEE 66th …, 2023 - ieeexplore.ieee.org
Electronic devices can no longer afford dimensional downscaling due to the fundamental
physical limit which motivates device researchers to look for a completely new technological …

Ultra-Area-Efficient Cryogenic XNOR Logic Gate with Superconducting Heater Cryotron to Advance High-Performance Computing

S Alam, A Aziz - Proceedings of the Great Lakes Symposium on VLSI …, 2024 - dl.acm.org
Superconducting electronics have garnered significant attention recently due to their
exceptional speed and energy efficiency. They play a vital role in scaling quantum …