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08/21/2023
Neuromorphic Hebbian learning with magnetic tunnel junction synapses
Neuromorphic computing aims to mimic both the function and structure of ...
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12/10/2021
Synchronous Unsupervised STDP Learning with Stochastic STT-MRAM Switching
The use of analog resistance states for storing weights in neuromorphic ...
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12/09/2021
Experimental Demonstration of Neuromorphic Network with STT MTJ Synapses
We present the first experimental demonstration of a neuromorphic networ...
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11/22/2021
Shape-Dependent Multi-Weight Magnetic Artificial Synapses for Neuromorphic Computing
In neuromorphic computing, artificial synapses provide a multi-weight co...
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07/05/2021
High-Speed CMOS-Free Purely Spintronic Asynchronous Recurrent Neural Network
Neuromorphic computing systems overcome the limitations of traditional v...
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03/16/2021
Frustrated Arrays of Nanomagnets for Efficient Reservoir Computing
We simulated our nanomagnet reservoir computer (NMRC) design on benchmar...
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01/08/2021
Controllable reset behavior in domain wall-magnetic tunnel junction artificial neurons for task-adaptable computation
Neuromorphic computing with spintronic devices has been of interest due ...
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11/11/2020
Domain Wall Leaky Integrate-and-Fire Neurons with Shape-Based Configurable Activation Functions
Complementary metal oxide semiconductor (CMOS) devices display volatile ...
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03/24/2020
Unsupervised Competitive Hardware Learning Rule for Spintronic Clustering Architecture
We propose a hardware learning rule for unsupervised clustering within a...
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03/24/2020
Reservoir Computing with Planar Nanomagnet Arrays
Reservoir computing is an emerging methodology for neuromorphic computin...
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03/04/2020
Plasticity-Enhanced Domain-Wall MTJ Neural Networks for Energy-Efficient Online Learning
Machine learning implements backpropagation via abundant training sample...
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02/03/2020
CMOS-Free Multilayer Perceptron Enabled by Four-Terminal MTJ Device
Neuromorphic computing promises revolutionary improvements over conventi...
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12/09/2019