Hong, Feng

Balanced Destruction-Reconstruction Dynamics for Memory-replay Class Incremental Learning

2023 · arXiv (Cornell University)

Class incremental learning (CIL) aims to incrementally update a trained model with the new classes of samples (plasticity) while retaining previously learned ability (stability). To address the most challenging issue in this goal, i.e., catastrophic …