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Federated Learning

1355 directly classified papers

Papers per year

Papers

Personalized Federated Learning with Inferred Collaboration Graphs ICML 2023
Doubly Adversarial Federated Bandits ICML 2023
Communication-Efficient Federated Hypergradient Computation via Aggregated Iterative Differentiation ICML 2023
Personalized Federated Learning under Mixture of Distributions ICML 2023
Flash: Concept Drift Adaptation in Federated Learning ICML 2023
Vertical Federated Graph Neural Network for Recommender System ICML 2023
Anchor Sampling for Federated Learning with Partial Client Participation ICML 2023
Efficient Personalized Federated Learning via Sparse Model-Adaptation ICML 2023
TabLeak: Tabular Data Leakage in Federated Learning ICML 2023
Bayesian Federated Learning: A Survey IJCAI 2023
Private Federated Learning with Autotuned Compression ICML 2023
Prompt Federated Learning for Weather Forecasting: Toward Foundation Models on Meteorological Data IJCAI 2023
CocktailSGD: Fine-tuning Foundation Models over 500Mbps Networks ICML 2023
Momentum Ensures Convergence of SIGNSGD under Weaker Assumptions ICML 2023
Elastic Aggregation for Federated Optimization CVPR 2023
Sketching for First Order Method: Efficient Algorithm for Low-Bandwidth Channel and Vulnerability ICML 2023
CaPriDe Learning: Confidential and Private Decentralized Learning Based on Encryption-Friendly Distillation Loss CVPR 2023
FedBFPT: An Efficient Federated Learning Framework for Bert Further Pre-training IJCAI 2023
Improving the Model Consistency of Decentralized Federated Learning ICML 2023
ScaleFL: Resource-Adaptive Federated Learning With Heterogeneous Clients CVPR 2023
Towards Unbiased Training in Federated Open-world Semi-supervised Learning ICML 2023
No One Idles: Efficient Heterogeneous Federated Learning with Parallel Edge and Server Computation ICML 2023
Conformal Prediction for Federated Uncertainty Quantification Under Label Shift ICML 2023
Federated Conformal Predictors for Distributed Uncertainty Quantification ICML 2023
Federated Online and Bandit Convex Optimization ICML 2023