1 Introduction Unsupervised Federated Continual Learning(UFCL)is a new learning paradigm that embeds unsupervised representation techniques into the Federated Learning(FL)framework,which enables continuous training of...1 Introduction Unsupervised Federated Continual Learning(UFCL)is a new learning paradigm that embeds unsupervised representation techniques into the Federated Learning(FL)framework,which enables continuous training of a shared representation model without compromising individual participants’data privacy[1,2].However,the continuous learning process may cause catastrophic forgetting in the model,reducing generated representations’performance.展开更多
基金supported by the National Science and Technology Major Project(2022ZD0120203).
文摘1 Introduction Unsupervised Federated Continual Learning(UFCL)is a new learning paradigm that embeds unsupervised representation techniques into the Federated Learning(FL)framework,which enables continuous training of a shared representation model without compromising individual participants’data privacy[1,2].However,the continuous learning process may cause catastrophic forgetting in the model,reducing generated representations’performance.