Research map / Architectures and efficiency / Spiking networks
Astromorphic Self-Repair of Neuromorphic Hardware Systems
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use local astrocyte-inspired A-STDP instead of global A-STDP | STDP-trained SNN · MNIST with stuck-at faults | accuracy | Helped |
| Use local astrocyte-inspired A-STDP instead of STDP | STDP-trained SNN · MNIST with stuck-at faults | accuracy | Helped |
| Use local astrocyte-inspired A-STDP instead of global A-STDP | STDP-trained SNN · Fashion MNIST with stuck-at faults | accuracy | Helped |
| Use local astrocyte-inspired A-STDP instead of STDP | STDP-trained SNN · Fashion MNIST with stuck-at faults | accuracy | Mixed |
| Use local A-STDP rather than global A-STDP | STDP-trained SNN · Fashion MNIST | training samples to best accuracy | Helped |
| Increase the A-STDP (local) self-repair time constant τ (ablation) | A-STDP (local) · MNIST validation | samples to optimal accuracy | Hurt |
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