When Classes Evolve: A Benchmark and Framework for Stage-Aware Class-Incremental Learning

Zheng Zhang, Tao Hu, Xueheng Li +4

Class-Incremental Learning (CIL) aims to sequentially learn new classes while mitigating catastrophic forgetting of previously learned knowledge. Conventional CIL approaches implic…