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federated learning

1333 papers

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Also known as

FL

Co-occurring keywords

distributed learning (563) communication efficiency (297) model aggregation (156) differential privacy (1016) knowledge distillation (3725) data heterogeneity (115) non-iid datum (109) privacy preservation (380) model compression (3302) distributed optimization (275)

Papers

Personalized and Private Peer-to-Peer Machine Learning AISTATS 2018
Do Outliers Ruin Collaboration? ICML 2018
Distributed Learning without Distress: Privacy-Preserving Empirical Risk Minimization NIPS 2018
COLA: Decentralized Linear Learning NIPS 2018
Federated Multi-Task Learning NIPS 2017
Communication-Efficient Learning of Deep Networks from Decentralized Data AISTATS 2017
A Differentially Private Stochastic Gradient Descent Algorithm for Multiparty Classification AISTATS 2012
Multiparty Differential Privacy via Aggregation of Locally Trained Classifiers NIPS 2010