Before revision:  However, existing GNNs often meet complex graph structures with scarce labeled nodes and suffer from the limitations of non-robustness, over-smoothing, and overfitting.
After revision:  However, most existing GNNs inherently suffer from the limitations of non-robustness, over-smoothing, and overfitting.