Learning in an Echo Chamber: Online Learning with Replay Adversary

Daniil Dmitriev, Harald Eskelund Franck, Carolin Heinzler +1

As machine learning systems increasingly train on self-annotated data, they risk reinforcing errors and becoming echo chambers of their own beliefs. We model this phenomenon by int…