Smooth InfoMax -- Towards Easier Post-Hoc Interpretability

Fabian Denoodt, Bart de Boer, José Oramas

We introduce Smooth InfoMax (SIM), a self-supervised representation learning method that incorporates interpretability constraints into the latent representations at different dept…