《FedProto: Federated Prototype Learning across Heterogeneous Clients》发表在 2022 年的人工智能顶级会议 AAAI 上,此篇论文旨在解决联邦学习客户端模型和数据异构的问题,并设计了一个简洁且优美的原型学习方法。此篇论文是我个人非常喜欢的一篇联邦学习论文,此方法简洁优美且有效!此篇博文对其核心思想进行阐述,希望可...
为了提高对异构性的容忍度,我们提出了一种新的联邦原型学习(FedProto)框架,在该框架中,客户端和服务器通信抽象类原型,而不是梯度。FedProto聚合从不同客户端收集到的本地原型,然后将全局原型发送回所有客户端,以规范本地模型的训练。对每个客户机进行训练的目的是最小化对本地数据的分类错误,同时保持生成的本地原...
FedProto aggregates the local prototypes collected from different clients, and then sends the global prototypes back to all clients to regularize the training of local models. The training on each client aims to minimize the classification error on the local data while keeping the resulting local ...
Implementation of the paper accepted by AAAI 2022 : FedProto: Federated Prototype Learning across Heterogeneous Clients.RequirmentsThis code requires the following:Python 3.6 or greater PyTorch 1.6 or greater Torchvision Numpy 1.18.5Data PreparationDownload train and test datasets manually from the given ...
To improve the tolerance to heterogeneity, we propose a novel federated prototype learning (FedProto) framework in which the devices and server communicate the class prototypes instead of the gradients. FedProto aggregates the local prototypes collected from different devices, and then sends the ...
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et al. A protostellar system fed by a streamer of 10,500 au length. Nat Astron 4, 1158–1163 (2020). https://doi.org/10.1038/s41550-020-1150-z Download citation Received22 January 2020 Accepted15 June 2020 Published27 July 2020 Issue DateDecember 2020 DOIhttps://doi.org/10.1038/...
Roomi It has been shown that preneoplastic liver cell foci and hepatic nodules generated by thioacetamide (TAA) in drug-primed mice, which were first fed diethyl 1, 4-dihydro, 1, 4, 6-trimethyl 3, 5-pyridine decarboxylate (DDC) or griseofulvin (GF) for 5 months were resistant to ...
A protostellar system fed by a streamer of 10,500 au lengthAstrophysics - Astrophysics of GalaxiesBinary formation is an important aspect of star formation. One possible route for close-in binary formation is disk fragmentation. Recent observations show that small-scale asymmetries (10,500au). ...
Two-stage fed-batch cultureIn this study, the influences of major nutrients on cell growth and lipid production were investigated in heterotrophic culture of Chlorella protothecoides . The results demonstrated that phosphorus depletion had no effect on lipid accumulation but restricted cell growth; ...