Age of Learning: Temporal Persistence of Prediction Errors as a Learning Signal
Age of Learning (AoL), a learning-state variable that measures the persistence of prediction errors over time, is introduced and suggested that temporal persistence provides a useful complementary signal for characterizing and controlling learning dynamics in imbalanced and non-stationary environments.