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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

Federated Learning with Noisy User Feedback NAACL 2022
Training Mixed-Domain Translation Models via Federated Learning NAACL 2022
Tackling Data Heterogeneity: A New Unified Framework for Decentralized SGD with Sample-induced Topology ICML 2022
Deep Neural Network Fusion via Graph Matching with Applications to Model Ensemble and Federated Learning ICML 2022
An Equivalence Between Data Poisoning and Byzantine Gradient Attacks ICML 2022
Federated Nearest Neighbor Classification with a Colony of Fruit-Flies AAAI 2022
CrowdFL: A Marketplace for Crowdsourced Federated Learning AAAI 2022
Pretrained Models for Multilingual Federated Learning NAACL 2022
Is Your Data Relevant?: Dynamic Selection of Relevant Data for Federated Learning AAAI 2022
FedInv: Byzantine-Robust Federated Learning by Inversing Local Model Updates AAAI 2022
User-Level Differential Privacy against Attribute Inference Attack of Speech Emotion Recognition on Federated Learning INTERSPEECH 2022
Avoid Overfitting User Specific Information in Federated Keyword Spotting INTERSPEECH 2022
PRECODE - A Generic Model Extension To Prevent Deep Gradient Leakage WACV 2022
Hierarchical Bayesian Bandits AISTATS 2022
Production federated keyword spotting via distillation, filtering, and joint federated-centralized training INTERSPEECH 2022
Federated Reinforcement Learning with Environment Heterogeneity AISTATS 2022
SparseFed: Mitigating Model Poisoning Attacks in Federated Learning with Sparsification AISTATS 2022
Federated Myopic Community Detection with One-shot Communication AISTATS 2022
Local SGD Optimizes Overparameterized Neural Networks in Polynomial Time AISTATS 2022
Intrinsic Gradient Compression for Scalable and Efficient Federated Learning ACL 2022
Private Adaptive Optimization with Side information ICML 2022
Resilient and Communication Efficient Learning for Heterogeneous Federated Systems ICML 2022
Neural Tangent Kernel Empowered Federated Learning ICML 2022
Statistical Estimation and Online Inference via Local SGD COLT 2022
Bayesian federated estimation of causal effects from observational data UAI 2022