Towards Resilient Neuromorphic Edge Computing: A Review of Mimicry Attacks and Federated Defence Strategies

Abstract

Edge computing has changed real-time artificial intelligence (AI) applications by making it possible to make decisions and draw conclusions quickly at the edge of the network. At the same time, neuromorphic computing, which is based on the way that spiking neural networks (SNNs) function, has become a potential way to accomplish ultra-low-power edge inference in areas including autonomous systems, wearable health monitors, and smart IoT settings