Ankit Saha

Formal Concept Lattices are Good Semantic Scaffolds for Concept-Based Learning

Learning semantics is essential for deep learning models to be interpretable and better aligned with human reasoning. Concept-based models approach this by representing classes through meaningful semantic abstractions, but typically treat all concepts as a flat, unstructured set learned at a single …