crossrefMachine Learning and Knowledge Extraction2026-07-23
From Black Box to Clarity: A Systematic Review of Explainability Methods in Deep Convolutional Neural Networks
Deep neural networks (DNNs) have significantly advanced machine perception and reasoning; however, their lack of transparency in decision-making continues to pose a major challenge, particularly in high-stakes domains such as healthcare, finance, and law. This is especially conce…