Learning Coherent Representations: A Topological Approach to Interpretability

Sigurd Gaukstad, Melvin Vaupel, Valdemar Kargård Olsen +2

Deep neural networks learn representations where individual features often lack interpretable meaning; a single neuron may activate for scattered, unrelated inputs. We introduce co…