Class-wise Balancing Data Replay for Federated Class-Incremental Learning

TL;DR

Federated Class Incremental Learning (FCIL) aims to collaboratively process continuously increasing incoming tasks across multiple clients. Among various approaches, data replay has become a promising solution, which can alleviate forgetting by reintroducing representative samples from previous tasks.

Opening excerpt from the authors’ abstract. source