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federated learning

1320 papers

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Also known as

FL

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

From Local SGD to Local Fixed-Point Methods for Federated Learning ICML 2020
Collaborative Machine Learning with Incentive-Aware Model Rewards ICML 2020
Federated Accelerated Stochastic Gradient Descent NIPS 2020
Communication-Efficient Distributed Optimization in Networks with Gradient Tracking and Variance Reduction JMLR 2020
FedVision: An Online Visual Object Detection Platform Powered by Federated Learning AAAI 2020
A Scalable Approach for Privacy-Preserving Collaborative Machine Learning NIPS 2020
How To Backdoor Federated Learning AISTATS 2020
Federated Heavy Hitters Discovery with Differential Privacy AISTATS 2020
Towards Crowdsourced Training of Large Neural Networks using Decentralized Mixture-of-Experts NIPS 2020
Federated Bayesian Optimization via Thompson Sampling NIPS 2020
Group Knowledge Transfer: Federated Learning of Large CNNs at the Edge NIPS 2020
Inverting Gradients - How easy is it to break privacy in federated learning? NIPS 2020
A Federated Approach in Training Acoustic Models INTERSPEECH 2020
Privacy-Preserving News Recommendation Model Learning EMNLP 2020
Practical Federated Gradient Boosting Decision Trees AAAI 2020
FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization AISTATS 2020
Acceleration for Compressed Gradient Descent in Distributed and Federated Optimization ICML 2020
Empirical Studies of Institutional Federated Learning For Natural Language Processing EMNLP 2020
FedBoost: A Communication-Efficient Algorithm for Federated Learning ICML 2020
Differentially-Private Federated Linear Bandits NIPS 2020
Sequence-Level Self-Learning with Multiple Hypotheses INTERSPEECH 2020
Federated Learning with Only Positive Labels ICML 2020
FetchSGD: Communication-Efficient Federated Learning with Sketching ICML 2020
Model Fusion with Kullback-Leibler Divergence ICML 2020
Is Local SGD Better than Minibatch SGD? ICML 2020