Interpretability Without Tradeoffs: Disentangling Polysemanticity At Equal Predictive Performance

Doğukan Bağcı, Bernt Schiele, Simone Schaub-Meyer +2

Deep neural networks (DNNs) are widely used, but interpreting what they actually learn remains difficult. A major obstacle is that individual neurons often encode multiple unrelate…