“…The imperative of achieving dual carbon goals and the integration of renewable energy sources into power grids has driven the need for advanced online transient stability assessment (TSA) methods [1][2][3][4][5] . Traditional TSA approaches, relying on energy functions and time simulations, encounter computational challenges in handling complex large-scale power grids [6] .…”