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期刊&会议

International Conference on Machine Learning · 会议 · Machine Learning

2026-04-15 至 2026-04-15 共收录 1
2604.11146 2026-04-15 cs.LG cs.DC

A Full Compression Pipeline for Green Federated Learning in Communication-Constrained Environments

面向通信受限环境的绿色联邦学习完整压缩流水线

Elouan Colybes, Shirin Salehi, Anke Schmeink

机构 * Chair of Information Theory and Data Analytics (INDA), RWTH Aachen University(信息理论与数据分析教授职位(INDA),亚琛工业大学)

AI总结 本文提出一种完整压缩流水线FCP,通过整合剪枝、量化和霍夫曼编码技术,减少联邦学习中的通信和计算开销,提升效率与可持续性。

Comments This work was accepted at IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN), 2026

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