Gravitational wave science is a pioneering field with rapidly evolving data analysis methodology currently assimilating and inventing deep learning techniques. The bulk of the sophisticated flagship searches rely on time-tested matched filtering principle within their core. In this paper, we make key observation relationship between emerging traditional techniques: formally equivalent to partic...