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federated learning

1320 papers

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Also known as

FCL FGL FL FL OR NULL FEDMD FEDA AFL PPFL PFL FEDDG FHGL

Co-occurring keywords

distributed learning (563) communication efficiency (297) model aggregation (156) differential privacy (1010) knowledge distillation (3680) data heterogeneity (112) non-iid datum (109) privacy preservation (376) model compression (3283) distributed optimization (275)

Papers

Universal Multi-Party Poisoning Attacks ICML 2019
Bayesian Nonparametric Federated Learning of Neural Networks ICML 2019
Two-stage Federated Phenotyping and Patient Representation Learning ACL 2019
Efficient Protocol for Collaborative Dictionary Learning in Decentralized Networks IJCAI 2019
Agnostic Federated Learning ICML 2019
Semi-Cyclic Stochastic Gradient Descent ICML 2019
Adaptive Gradient-Based Meta-Learning Methods NIPS 2019
Guided Meta-Policy Search NIPS 2019
Analyzing Federated Learning through an Adversarial Lens ICML 2019
RSA: Byzantine-Robust Stochastic Aggregation Methods for Distributed Learning from Heterogeneous Datasets AAAI 2019
A Little Is Enough: Circumventing Defenses For Distributed Learning NIPS 2019
Multi-Agent Visualization for Explaining Federated Learning IJCAI 2019
Personalized and Private Peer-to-Peer Machine Learning AISTATS 2018
Distributed Learning without Distress: Privacy-Preserving Empirical Risk Minimization NIPS 2018
Do Outliers Ruin Collaboration? ICML 2018
COLA: Decentralized Linear Learning NIPS 2018
Communication-Efficient Learning of Deep Networks from Decentralized Data AISTATS 2017
Federated Multi-Task Learning NIPS 2017
A Differentially Private Stochastic Gradient Descent Algorithm for Multiparty Classification AISTATS 2012
Multiparty Differential Privacy via Aggregation of Locally Trained Classifiers NIPS 2010