Xu-Yao Zhang*

PILoRA: Prototype Guided Incremental LoRA for Federated Class-Incremental Learning

"Existing federated learning methods have effectively dealt with decentralized learning in scenarios involving data privacy and non-IID data. However, in real-world situations, each client dynamically learns new classes, requiring the global model to classify all seen classes. To effectively mitigat…