Qianru Sun

Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos

2023 · arXiv (Cornell University)

Not forgetting old class knowledge is a key challenge for class-incremental learning (CIL) when the model continuously adapts to new classes. A common technique to address this is knowledge distillation (KD), which penalizes prediction inconsistencies …