Madhura Md

NeuroGraphHeal: A Simulation Framework for Evaluating Neuromorphic Detection and Graph Learning in Underwater IoT Fault Recovery

Spiking neural networks (SNNs) and graph neural networks (GNNs) are candidate components for fault detection and recovery in underwater IoT networks. This paper builds a simulated recovery environment with a pre-specified validity gate and tests, in it, whether an SNN detector or GNN-based criticality improves a greedy...