Sri Siddarth Chakaravarthy P

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

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 or assume that each experience relies on a disti…