Neural networks, these designs inspired by the human brain, have disrupted fields from image processing to natural language understanding. Yet, their innermechanisms remain largely a mystery, often referred to as the "black box" problem. This fundamental opaqueness creates challenges for developers who endeavor to explain how these complex systems