inherent-interpretability

FaCT: Faithful Concept Traces for Explaining Neural Network Decisions

Deep networks have shown remarkable performance across a wide range of tasks, yet getting a global concept-level understanding of how they function remains a key challenge. Many post-hoc concept-based approaches have been introduced to understand …