Neural networks, those designs inspired by the human brain, have revolutionized fields from image processing to natural language understanding. Yet, their innermechanisms remain largely a enigma, often referred to as the "black box" problem. This intrinsic opaqueness creates difficulties for developers who aim to explain how these complex systems g