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03/21/2022
A Scalable Approach to Modeling on Accelerated Neuromorphic Hardware
Neuromorphic systems open up opportunities to enlarge the explorative sp...
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03/29/2021
Demonstrating Analog Inference on the BrainScaleS-2 Mobile System
We present the BrainScaleS-2 mobile system as a compact analog inference...
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06/23/2020
Inference with Artificial Neural Networks on Analog Neuromorphic Hardware
The neuromorphic BrainScaleS-2 ASIC comprises mixed-signal neurons and s...
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06/23/2020
Inference with Artificial Neural Networks on the Analog BrainScaleS-2 Hardware
The neuromorphic BrainScaleS-2 ASIC comprises mixed-signal neurons and s...
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06/23/2020
hxtorch: PyTorch for BrainScaleS-2 – Perceptrons on Analog Neuromorphic Hardware
We present software facilitating the usage of the BrainScaleS-2 analog n...
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06/23/2020
hxtorch: PyTorch for ANNs on BrainScaleS-2
We present software facilitating the usage of the BrainScaleS-2 analog n...
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12/30/2019
Versatile emulation of spiking neural networks on an accelerated neuromorphic substrate
We present first experimental results on the novel BrainScaleS-2 neuromo...
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12/24/2019
Fast and deep neuromorphic learning with time-to-first-spike coding
For a biological agent operating under environmental pressure, energy co...
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09/21/2018
Stochasticity from function - why the Bayesian brain may need no noise
An increasing body of evidence suggests that the trial-to-trial variabil...
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09/24/2017
Spiking neurons with short-term synaptic plasticity form superior generative networks
Spiking networks that perform probabilistic inference have been proposed...
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03/17/2017
Pattern representation and recognition with accelerated analog neuromorphic systems
Despite being originally inspired by the central nervous system, artific...
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03/12/2017
Robustness from structure: Inference with hierarchical spiking networks on analog neuromorphic hardware
How spiking networks are able to perform probabilistic inference is an i...
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04/29/2014