LS-OPTIMIZATION LAYER back propagation

[waveajay]

In paper I found a sentence
"In the backward pass, the gradients can be found by solving another linear system." in appendix under the title LS-OPTIMIZATION LAYER.
1.)Which is that linear system ?
2.)How did you get equation (16) in appendix?

can anyone please help me