On the Sensitivity of Firing Rate-Based Federated Spiking Neural Networks to Differential Privacy

Luiz Pereira, Mirko Perkusich, Dalton Valadares +1

Federated Neuromorphic Learning (FNL) enables energy-efficient and privacy-preserving learning on devices without centralizing data. However, real-world deployments require additio…