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

PPGenCDR: A Stable and Robust Framework for Privacy-Preserving Cross-Domain Recommendation AAAI 2023

FedGS: Federated Graph-Based Sampling with Arbitrary Client Availability AAAI 2023

On the Vulnerability of Backdoor Defenses for Federated Learning AAAI 2023

Faster Adaptive Federated Learning AAAI 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

Federated Domain Adaptation for Named Entity Recognition via Distilling with Heterogeneous Tag Sets ACL 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

FedTherapist: Mental Health Monitoring with User-Generated Linguistic Expressions on Smartphones via Federated Learning EMNLP 2023

STDLens: Model Hijacking-Resilient Federated Learning for Object Detection CVPR 2023

Fair Federated Medical Image Segmentation via Client Contribution Estimation CVPR 2023

DynaFed: Tackling Client Data Heterogeneity With Global Dynamics CVPR 2023

Federated Incremental Semantic Segmentation CVPR 2023

On the Effectiveness of Partial Variance Reduction in Federated Learning With Heterogeneous Data CVPR 2023

Elastic Aggregation for Federated Optimization CVPR 2023

CaPriDe Learning: Confidential and Private Decentralized Learning Based on Encryption-Friendly Distillation Loss CVPR 2023

ScaleFL: Resource-Adaptive Federated Learning With Heterogeneous Clients CVPR 2023

Confidence-Aware Personalized Federated Learning via Variational Expectation Maximization CVPR 2023

Adaptive Channel Sparsity for Federated Learning Under System Heterogeneity CVPR 2023

Reliable and Interpretable Personalized Federated Learning CVPR 2023

Learning Federated Visual Prompt in Null Space for MRI Reconstruction CVPR 2023

Resolving the Tug-of-War: A Separation of Communication and Learning in Federated Learning NIPS 2023

Federated Conditional Stochastic Optimization NIPS 2023

SPACE: Single-round Participant Amalgamation for Contribution Evaluation in Federated Learning NIPS 2023