Linear Simultaneous Equations’ Neural Solution and Its Application to Convex Quadratic Programming with Equality-Constraint

Table 1

Performance of GNN model by using different design parameter 𝛾 and activations.

𝛾	GNNlin	GNNpower	GNNsig	GNNps
1	1.74×10^−2	0.267	2.07×10^−2	3.68×10^−3
10	1.89×10^−3	8.93×10^−2	2.56×10^−3	1.03×10^−3
100	7.24×10^−4	2.65×10^−2	9.12×10^−4	3.32×10^−4