Tag: Federated Learning

All the articles with the tag "Federated Learning".

• 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。

• UnifyFL: Enabling Decentralized Cross-Silo Federated Learning

  Published: 8 May, 2025 |  at  10:21 AM

  

  87.15 🤔

  UnifyFL proposes a decentralized cross-silo federated learning framework using Ethereum blockchain and IPFS to enable trust-based collaboration among organizations, achieving comparable accuracy to centralized FL with flexible aggregation policies and efficient handling of stragglers through synchronous and asynchronous modes.

• Communication-Efficient Wireless Federated Fine-Tuning for Large-Scale AI Models

  Published: 4 May, 2025 |  at  04:33 PM

  

  73.51 🤔

  本文提出了一种无线联邦LoRA微调框架，通过Sparsified Orthogonal Fine-Tuning (SOFT) 和Two Stage Federated Algorithm (TSFA) 优化参数稀疏化和动态资源分配，提高了通信效率和学习性能。