Mathieu Pont

Operational Abstractions of Neural Network Concepts via Topological Representations

This work introduces Topological Concept Representations (TCR), a post-hoc operational abstraction that jointly characterizes the concepts encoded in a learned representation and their relationships and compactly encodes its organization through topology.