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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

Robust Federated Learning via Collaborative Machine Teaching AAAI 2020
InstaHide: Instance-hiding Schemes for Private Distributed Learning ICML 2020
Improving On-Device Speaker Verification Using Federated Learning with Privacy INTERSPEECH 2020
Training Keyword Spotting Models on Non-IID Data with Federated Learning INTERSPEECH 2020
Ensemble Distillation for Robust Model Fusion in Federated Learning NIPS 2020
Distributed Training with Heterogeneous Data: Bridging Median- and Mean-Based Algorithms NIPS 2020
Personalized Federated Learning with Moreau Envelopes NIPS 2020
Lower Bounds and Optimal Algorithms for Personalized Federated Learning NIPS 2020
Federated Learning for Spoken Language Understanding COLING 2020
FedED: Federated Learning via Ensemble Distillation for Medical Relation Extraction EMNLP 2020
TextHide: Tackling Data Privacy in Language Understanding Tasks EMNLP 2020
Synthetic Learning: Learn From Distributed Asynchronized Discriminator GAN Without Sharing Medical Image Data CVPR 2020
Federated Latent Dirichlet Allocation: A Local Differential Privacy Based Framework AAAI 2020
A Multi-player Game for Studying Federated Learning Incentive Schemes IJCAI 2020
Personalized Federated Learning with Theoretical Guarantees: A Model-Agnostic Meta-Learning Approach NIPS 2020
Privacy Amplification via Random Check-Ins NIPS 2020
Minibatch vs Local SGD for Heterogeneous Distributed Learning NIPS 2020
Federated Principal Component Analysis NIPS 2020
Tackling the Objective Inconsistency Problem in Heterogeneous Federated Optimization NIPS 2020
Distributionally Robust Federated Averaging NIPS 2020
Throughput-Optimal Topology Design for Cross-Silo Federated Learning NIPS 2020
Learning discrete distributions: user vs item-level privacy NIPS 2020
Federated Meta-Learning for Fraudulent Credit Card Detection IJCAI 2020
Federated Patient Hashing AAAI 2020
Federated Learning for Vision-and-Language Grounding Problems AAAI 2020