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

FedCorr: Multi-Stage Federated Learning for Label Noise Correction CVPR 2022

Local Learning Matters: Rethinking Data Heterogeneity in Federated Learning CVPR 2022

Auditing Privacy Defenses in Federated Learning via Generative Gradient Leakage CVPR 2022

Differentially Private Federated Learning With Local Regularization and Sparsification CVPR 2022

FedCor: Correlation-Based Active Client Selection Strategy for Heterogeneous Federated Learning CVPR 2022

CD2-pFed: Cyclic Distillation-Guided Channel Decoupling for Model Personalization in Federated Learning CVPR 2022

Distributed Bayesian Varying Coefficient Modeling Using a Gaussian Process Prior JMLR 2022

Fast Composite Optimization and Statistical Recovery in Federated Learning ICML 2022

Local-Adaptive Face Recognition via Graph-Based Meta-Clustering and Regularized Adaptation CVPR 2022

Neurotoxin: Durable Backdoors in Federated Learning ICML 2022

ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training ICML 2022

Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering ICML 2022

ResSFL: A Resistance Transfer Framework for Defending Model Inversion Attack in Split Federated Learning CVPR 2022

Learning To Collaborate in Decentralized Learning of Personalized Models CVPR 2022

Federated Multi-Task Attention for Cross-Individual Human Activity Recognition IJCAI 2022

Poisoning Deep Learning Based Recommender Model in Federated Learning Scenarios IJCAI 2022

Federated Learning with Positive and Unlabeled Data ICML 2022

Federated Model Decomposition with Private Vocabulary for Text Classification EMNLP 2022

FedScale: Benchmarking Model and System Performance of Federated Learning at Scale ICML 2022

Federated Class-Incremental Learning CVPR 2022

Escaping Data Scarcity for High-Resolution Heterogeneous Face Hallucination CVPR 2022

Learn From Others and Be Yourself in Heterogeneous Federated Learning CVPR 2022

Taming Fat-Tailed (“Heavier-Tailed” with Potentially Infinite Variance) Noise in Federated Learning NIPS 2022

Gromov-Wasserstein Discrepancy with Local Differential Privacy for Distributed Structural Graphs IJCAI 2022

CalFAT: Calibrated Federated Adversarial Training with Label Skewness NIPS 2022