Mathieu Pont

Operational Abstractions of Neural Network Concepts via Topological Representations

Concept-based methods provide a semantic level for interpreting and manipulating learned representations, but existing editing approaches are typically specialized to particular interventions and do not provide a common and editable representation of concept organization. To achieve this, we introduce Topological Conce...