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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

Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning NIPS 2024
Estimating before Debiasing: A Bayesian Approach to Detaching Prior Bias in Federated Semi-Supervised Learning IJCAI 2024
FedMef: Towards Memory-efficient Federated Dynamic Pruning CVPR 2024
Personalized Federated X-armed Bandit AISTATS 2024
A Systematic Survey on Federated Semi-supervised Learning IJCAI 2024
Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method NIPS 2024
Device-Wise Federated Network Pruning CVPR 2024
FedSOL: Stabilized Orthogonal Learning with Proximal Restrictions in Federated Learning CVPR 2024
FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion NIPS 2024
Flash: Concept Drift Adaptation in Federated Learning ICML 2023
Federated Learning for Secure Development of AI Models for Parkinson’s Disease Detection Using Speech from Different Languages INTERSPEECH 2023
Efficient Personalized Federated Learning via Sparse Model-Adaptation ICML 2023
CocktailSGD: Fine-tuning Foundation Models over 500Mbps Networks ICML 2023
Chameleon: Adapting to Peer Images for Planting Durable Backdoors in Federated Learning ICML 2023
Federated Learning of Large Language Models with Parameter-Efficient Prompt Tuning and Adaptive Optimization EMNLP 2023
FedID: Federated Interactive Distillation for Large-Scale Pretraining Language Models EMNLP 2023
FedCR: Personalized Federated Learning Based on Across-Client Common Representation with Conditional Mutual Information Regularization ICML 2023
Towards Unbiased Training in Federated Open-world Semi-supervised Learning ICML 2023
Denial-of-Service or Fine-Grained Control: Towards Flexible Model Poisoning Attacks on Federated Learning IJCAI 2023
FedTherapist: Mental Health Monitoring with User-Generated Linguistic Expressions on Smartphones via Federated Learning EMNLP 2023
No One Idles: Efficient Heterogeneous Federated Learning with Parallel Edge and Server Computation ICML 2023
Federated Conformal Predictors for Distributed Uncertainty Quantification ICML 2023
XTab: Cross-table Pretraining for Tabular Transformers ICML 2023
Federated Learning for Semantic Parsing: Task Formulation, Evaluation Setup, New Algorithms ACL 2023
Federated Learning of Gboard Language Models with Differential Privacy ACL 2023