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Trust-free Personalized Decentralized Learning
去中心化学习如何兼顾个性与信任？这篇论文给出了无信任框架的新思路。
arXiv:2410.11378v3 Announce Type: replace-cross Abstract: Personalized collaborative learning in federated settings faces a critical trade-off between…
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Your Neighbors Know: Leveraging Local Neighborhoods for Backdoor Detection in Decentralized Learning
利用本地邻域信息就能高效检测去中心化学习中的后门攻击，无需全局数据，安全性与实用性兼备。
arXiv:2605.19969v1 Announce Type: new Abstract: Decentralized learning (DL) is an emerging machine learning paradigm where nodes collaboratively train…