Neural networks, those intricate architectures inspired by the human brain, have transformed fields from image processing to natural language interpretation. Edge AI Yet, their innermechanisms remain largely a puzzle, often referred to as the "black box" problem. This intrinsic opaqueness presents challenges for researchers who endeavor to interpre