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Awesome Federated Learning
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482
All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.
Fedprox
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465
Federated Optimization in Heterogeneous Networks (MLSys '20)
Awesome Federated Computing
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448
📚 👓 A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.
Federated Learning
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300
Everything about Federated Learning (papers, tutorials, etc.) -- 联邦学习
Backdoor_federated_learning
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102
Source code for paper "How to Backdoor Federated Learning" (https://arxiv.org/abs/1807.00459)
Gan Attack Against Federated Deep Learning
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46
The reproduction of the paper Deep Models Under the GAN: Information Leakage from Collaborative Deep Learning.
Lg Fedavg
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46
Federated Learning with Local and Global Representations
Foltr Es
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33
The source code to reproduce the results reported in the 'Federated Online Learning to Rank with Evolution Strategies' paper, published at WSDM 2019.
Rfa
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30
Robust aggregation for federated learning with the RFA algorithm.
Simplicial Fl
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20
Simplicial-FL to manage client device heterogeneity in Federated Learning
Feddane
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17
FedDANE: A Federated Newton-Type Method (Asilomar Conference on Signals, Systems, and Computers ‘19)
Apprenticeship
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13
A notebook of awesome privacy protection,federated learning, fairness and blockchain research materials.
Federated Xgboost
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11
Federated Learning on XGBoost
Federatedlearningwithsvrg
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10
The code in order to implement SVRG on Federated System
Vfl_paper_list
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9
vertical federated learning paper lists
White_papers
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7
A mirror of the Open Risk white paper collection
Readinglist
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5
To-Do KD Survey followed with the work of https://arxiv.org/pdf/2006.05525
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