“…Despite the advancements in the development of computing software and hardware, the high cost of repetitive simulations incurred by parametric optimization [3] or uncertainty quantification [4], is still a major bottleneck of EM-based design procedures. These issues are particularly pertinent to miniaturized microwave components where traditional design methods involving network-equivalent models are only capable of yielding initial designs that require further tuning [5], [6]. Furthermore, the layouts of compact structures are typically described using larger numbers of parameters than the conventional circuits, because their construction involves slow-wave-based [7] building blocks such as compact microstrip resonant cells (CMRCs) [8], defected ground structures (DSGs) [9], or transmission line (TL) folding [10].…”