Mesoscale and Nanoscale Physics · Physics
Trainable Neuromorphic Spintronic Hardware Via Analog Finite-Difference Gradient Methods
Catarina Pereira, Alex Jenkins, Eleonora Raimondo, Mario Carpentieri +7
2026-03-05
Neural and Evolutionary Computing · Computer Science
Membrane-Dependent Neuromorphic Learning Rule for Unsupervised Spike Pattern Detection
Sadique Sheik, Somnath Paul, Charles Augustine, Gert Cauwenberghs
2017-01-09
Applied Physics · Physics
Spintronics for neuromorphic computing
J. Grollier, D. Querlioz, K. Y. Camsari, K. Everschor-Sitte +2
2020-07-14
Emerging Technologies · Computer Science
PCM-trace: Scalable Synaptic Eligibility Traces with Resistivity Drift of Phase-Change Materials
Yigit Demirag, Filippo Moro, Thomas Dalgaty, Gabriele Navarro +4
2021-02-17
Emerging Technologies · Computer Science
Proposal for an All-Spin Artificial Neural Network: Emulating Neural and Synaptic Functionalities Through Domain Wall Motion in Ferromagnets
Abhronil Sengupta, Yong Shim, Kaushik Roy
2016-11-15
Emerging Technologies · Computer Science
Noise-based Local Learning using Stochastic Magnetic Tunnel Junctions
Kees Koenders, Leo Schnitzpan, Fabian Kammerbauer, Sinan Shu +5
2025-07-03
Disordered Systems and Neural Networks · Physics
Proposal For Neuromorphic Hardware Using Spin Devices
Mrigank Sharad, Charles Augustine, Georgios Panagopoulos, Kaushik Roy
2012-07-19
Mesoscale and Nanoscale Physics · Physics
Hardware-aware $in \ situ$ Boltzmann machine learning using stochastic magnetic tunnel junctions
Jan Kaiser, William A. Borders, Kerem Y. Camsari, Shunsuke Fukami +2
2022-01-17
Emerging Technologies · Computer Science
A Robust Learning Rule for Soft-Bounded Memristive Synapses Competitive with Supervised Learning in Standard Spiking Neural Networks
Thomas F. Tiotto, Jelmer P. Borst, Niels A. Taatgen
2022-04-13
Neural and Evolutionary Computing · Computer Science
Hardware-Amenable Structural Learning for Spike-based Pattern Classification using a Simple Model of Active Dendrites
Shaista Hussain, Shih-Chii Liu, Arindam Basu
2014-11-26
Neural and Evolutionary Computing · Computer Science
Spiking Inception Module for Multi-layer Unsupervised Spiking Neural Networks
Mingyuan Meng, Xingyu Yang, Shanlin Xiao, Zhiyi Yu
2020-10-20
Emerging Technologies · Computer Science
Hardware in Loop Learning with Spin Stochastic Neurons
A N M Nafiul Islam, Kezhou Yang, Amit K. Shukla, Pravin Khanal +3
2024-03-25
Emerging Technologies · Computer Science
Hybrid Spintronic-CMOS Spiking Neural Network With On-Chip Learning: Devices, Circuits and Systems
Abhronil Sengupta, Aparajita Banerjee, Kaushik Roy
2016-12-14
Applied Physics · Physics
Spintronic Neuron Using a Magnetic Tunnel Junction for Low-Power Neuromorphic Computing
Steven Louis, Hannah Bradley, Cody Trevillian, Andrei Slavin +1
2025-06-10
Emerging Technologies · Computer Science
A Hardware Friendly Unsupervised Memristive Neural Network with Weight Sharing Mechanism
Zhiri Tang, Ruohua Zhu, Peng Lin, Jin He +4
2019-01-03
Applied Physics · Physics
On-chip learning for domain wall synapse based Fully Connected Neural Network
Apoorv Dankar, Anand Verma, Utkarsh Saxena, Divya Kaushik +2
2019-09-10