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

Formal Concept Lattices are Good Semantic Scaffolds for Concept-Based Learning arXiv:2606.05471v1 Announce Type: new Abstract: 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 neural network layer. This overlooks a fundamental property of human sem