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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

SAGDA: Achieving $\mathcal{O}(\epsilon^{-2})$ Communication Complexity in Federated Min-Max Learning NIPS 2022
LAMP: Extracting Text from Gradients with Language Model Priors NIPS 2022
FedPop: A Bayesian Approach for Personalised Federated Learning NIPS 2022
On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-smoothness and Beyond NIPS 2022
GAL: Gradient Assisted Learning for Decentralized Multi-Organization Collaborations NIPS 2022
Byzantine-tolerant federated Gaussian process regression for streaming data NIPS 2022
Variance Reduced ProxSkip: Algorithm, Theory and Application to Federated Learning NIPS 2022
Sharper Convergence Guarantees for Asynchronous SGD for Distributed and Federated Learning NIPS 2022
A Unified Analysis of Federated Learning with Arbitrary Client Participation NIPS 2022
Communication Acceleration of Local Gradient Methods via an Accelerated Primal-Dual Algorithm with an Inexact Prox NIPS 2022
Global Convergence of Federated Learning for Mixed Regression NIPS 2022
Personalized Federated Learning towards Communication Efficiency, Robustness and Fairness NIPS 2022
BEER: Fast $O(1/T)$ Rate for Decentralized Nonconvex Optimization with Communication Compression NIPS 2022
Asymptotic Behaviors of Projected Stochastic Approximation: A Jump Diffusion Perspective NIPS 2022
Factorized-FL: Personalized Federated Learning with Parameter Factorization & Similarity Matching NIPS 2022
FLAIR: Federated Learning Annotated Image Repository NIPS 2022
Decentralized Local Stochastic Extra-Gradient for Variational Inequalities NIPS 2022
Communication Efficient Federated Learning for Generalized Linear Bandits NIPS 2022
Preservation of the Global Knowledge by Not-True Distillation in Federated Learning NIPS 2022
FedSR: A Simple and Effective Domain Generalization Method for Federated Learning NIPS 2022
Federated Learning with Label Distribution Skew via Logits Calibration ICML 2022
A Stochastic Multi-Rate Control Framework For Modeling Distributed Optimization Algorithms ICML 2022
Anarchic Federated Learning ICML 2022
Communication-Efficient Adaptive Federated Learning ICML 2022
EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Learning ICML 2022