In this article, we propose an equivalent circuit theory-assisted deep learning approach to accelerate the design of metasurfaces. By combining filter theory and a sophisticated model, designers can achieve efficient metasurface designs. Compared with most existing generative methods that rely on arbitrarily generated training dataset (TDS), proposed method adaptively produce highly relevant lo...