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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 Compositional Deep AUC Maximization NIPS 2023
Decentralized Autonomous Organizations and Multi-agent Systems for Artificial Intelligence Applications and Data Analysis IJCAI 2022
Personalized Federated Learning through Local Memorization ICML 2022
Privacy-aware compression for federated data analysis UAI 2022
FedDC: Federated Learning With Non-IID Data via Local Drift Decoupling and Correction CVPR 2022
Robust Federated Learning With Noisy and Heterogeneous Clients CVPR 2022
Architecture Agnostic Federated Learning for Neural Networks ICML 2022
Asynchronous Personalized Federated Learning with Irregular Clients ACML 2022
Probabilistic Fusion of Neural Networks that Incorporates Global Information ACML 2022
TCT: Convexifying Federated Learning using Bootstrapped Neural Tangent Kernels NIPS 2022
FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction NIPS 2022
DENSE: Data-Free One-Shot Federated Learning NIPS 2022
Self-Aware Personalized Federated Learning NIPS 2022
Outsourcing Training without Uploading Data via Efficient Collaborative Open-Source Sampling NIPS 2022
Federated Learning With Position-Aware Neurons CVPR 2022
Layer-Wised Model Aggregation for Personalized Federated Learning CVPR 2022
Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning CVPR 2022
Fine-Tuning Global Model via Data-Free Knowledge Distillation for Non-IID Federated Learning CVPR 2022
RSCFed: Random Sampling Consensus Federated Semi-Supervised Learning CVPR 2022
On Sample Optimality in Personalized Collaborative and Federated Learning NIPS 2022
On-Demand Sampling: Learning Optimally from Multiple Distributions NIPS 2022
SoteriaFL: A Unified Framework for Private Federated Learning with Communication Compression NIPS 2022
Escaping Saddle Points with Bias-Variance Reduced Local Perturbed SGD for Communication Efficient Nonconvex Distributed Learning NIPS 2022
On Privacy and Personalization in Cross-Silo Federated Learning NIPS 2022
A Communication-efficient Algorithm with Linear Convergence for Federated Minimax Learning NIPS 2022