Tag: Utility-Privacy Trade-off

All the articles with the tag "Utility-Privacy Trade-off".

• Clients Collaborate: Flexible Differentially Private Federated Learning with Guaranteed Improvement of Utility-Privacy Trade-off

  Published: 8 May, 2025 |  at  12:26 AM

  

  93.66 🤔

  本文提出 FedCEO 框架，通过服务器端张量低秩优化和客户端语义互补性，在差分隐私联邦学习中实现了效用-隐私权衡的显著改进，理论上提升了 O(√d) 的界限，并在实验中验证了其优越性能。