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Towards Multi-dimensional Explanation Alignment for Medical Classification
The lack of interpretability in the field of medical image analysis has significant ethical and
legal implications. Existing interpretable methods in this domain encounter several …
legal implications. Existing interpretable methods in this domain encounter several …
Survival Concept-Based Learning Models
Concept-based learning enhances prediction accuracy and interpretability by leveraging
high-level, human-understandable concepts. However, existing CBL frameworks do not …
high-level, human-understandable concepts. However, existing CBL frameworks do not …
Improving Concept Alignment in Vision-Language Concept Bottleneck Models
Concept Bottleneck Models (CBM) map images to human-interpretable concepts before
making class predictions. Recent approaches automate CBM construction by prompting …
making class predictions. Recent approaches automate CBM construction by prompting …