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Federated Learning

1355 directly classified papers

Papers per year

Papers

Byzantine-Robust Learning on Heterogeneous Data via Gradient Splitting ICML 2023
DIFF2: Differential Private Optimization via Gradient Differences for Nonconvex Distributed Learning ICML 2023
Secure Federated Correlation Test and Entropy Estimation ICML 2023
Towards Understanding Ensemble Distillation in Federated Learning ICML 2023
Conformal Prediction for Federated Uncertainty Quantification Under Label Shift ICML 2023
Improving the Model Consistency of Decentralized Federated Learning ICML 2023
Sketching for First Order Method: Efficient Algorithm for Low-Bandwidth Channel and Vulnerability ICML 2023
Momentum Ensures Convergence of SIGNSGD under Weaker Assumptions ICML 2023
Private Federated Learning with Autotuned Compression ICML 2023
TabLeak: Tabular Data Leakage in Federated Learning ICML 2023
Anchor Sampling for Federated Learning with Partial Client Participation ICML 2023
Personalized Federated Learning under Mixture of Distributions ICML 2023
Communication-Efficient Federated Hypergradient Computation via Aggregated Iterative Differentiation ICML 2023
Personalized Federated Learning with Inferred Collaboration Graphs ICML 2023
Doubly Adversarial Federated Bandits ICML 2023
FedCR: Personalized Federated Learning Based on Across-Client Common Representation with Conditional Mutual Information Regularization ICML 2023
Fed-CBS: A Heterogeneity-Aware Client Sampling Mechanism for Federated Learning via Class-Imbalance Reduction ICML 2023
LeadFL: Client Self-Defense against Model Poisoning in Federated Learning ICML 2023
DoCoFL: Downlink Compression for Cross-Device Federated Learning ICML 2023
One-Shot Federated Conformal Prediction ICML 2023
Adversarial Collaborative Learning on Non-IID Features ICML 2023
Revisiting Weighted Aggregation in Federated Learning with Neural Networks ICML 2023
FedVS: Straggler-Resilient and Privacy-Preserving Vertical Federated Learning for Split Models ICML 2023
Structured Cooperative Learning with Graphical Model Priors ICML 2023
FedHPO-Bench: A Benchmark Suite for Federated Hyperparameter Optimization ICML 2023