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10/18/2022
An out-of-distribution discriminator based on Bayesian neural network epistemic uncertainty
Neural networks have revolutionized the field of machine learning with i...
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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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09/03/2021
On the Accuracy of Analog Neural Network Inference Accelerators
Specialized accelerators have recently garnered attention as a method to...
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04/02/2020
Device-aware inference operations in SONOS nonvolatile memory arrays
Non-volatile memory arrays can deploy pre-trained neural network models ...
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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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02/25/2020