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Walking the Web of Concept-Class Relationships in Incrementally Trained Interpretable Models

2025 · arXiv (Cornell University)

Concept-based methods have emerged as a promising direction to develop interpretable neural networks in standard supervised settings. However, most works that study them in incremental settings assume either a static concept set across all experiences …