Forget forgetting — our TMLR paper shows how uncertainty helps models keep their memory straight!

We analyze how predictive uncertainty can guide memory management to mitigate catastrophic forgetting and introduce a generalized-variance–based uncertainty measure. Uncertainty-aware sampling improves retention across tasks. Published in the Journal of Transactions on Machine Learning Research.