Understanding Imbalanced Forgetting in Rehearsal-Based Class-Incremental Learning

Alberto Tamajo, Srinandan Dasmahapatra, Rahman Attar

Neural networks suffer from catastrophic forgetting in class-incremental learning (CIL) settings. Rehearsal$\unicode{x2013}$replaying a subset of past samples$\unicode{x2013}$is a…