W. T. Chiu

MCPNet++: Interpretable Classification Models via Multi-Level Concept Prototypes

2026 · IEEE Transactions on Pattern Analysis and Machine Intelligence

Post-hoc and inherently interpretable methods have shown great success in uncovering the inner workings of black-box models, whether by examining them after training or by explicitly designing for interpretability. While these approaches effectively narrow the …