Xiang Qiu

Advancing Few-Shot Class-Incremental Learning with Virtual Prototype Guidance Prompting

Few-Shot Class-Incremental Learning (FSCIL) aims to incrementally learn new class knowledge from limited samples while preserving previously knowledge from encountered classes. However, existing FSCIL methods encounter two primary challenges: (1) inadequate adaptation, where overfitting to new class…