Probabilistic Graph Neural Inference for coastal climate resilience planning for low-power autonomous deployments

The author discusses the limitations of centralized AI for low-power coastal monitoring, where sending raw sensor data to the cloud quickly drained device batteries. This challenge inspired the exploration of Probabilistic Graph Neural Inference to enable efficient, localized reasoning for edge intelligence in autonomous deployments.