Before revision: Spiking Neural Network (SNN) , as a brain-inspired  machine learning algorithm , is attracting attention due to its data-driven, event-based computing style and its potential to produce ultra-high-energy-efficient hardware.
After revision: Spiking Neural Network (SNN) , as a brain-inspired machine learning algorithm that has recognized potential in producing ultra-high-energy-efficient hardware.