Federated Learning

Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning NeurIPS 2024 Heterogeneous LoRA for Federated Fine-tuning of On-Device Foundation Models EMNLP 2024 Hierarchical Federated Learning with Multi-Timescale Gradient Correction NeurIPS 2024 HiFi-Gas: Hierarchical Federated Learning Incentive Mechanism Enhanced Gas Usage Estimation AAAI 2024 High-Fidelity Gradient Inversion in Distributed Learning AAAI 2024 HYDRA-FL: Hybrid Knowledge Distillation for Robust and Accurate Federated Learning NeurIPS 2024 Implicit Regularization of Decentralized Gradient Descent for Sparse Regression NeurIPS 2024 Integer Is Enough: When Vertical Federated Learning Meets Rounding AAAI 2024 Intelligent Agents for Auction-based Federated Learning: A Survey IJCAI 2024 Invariant Aggregator for Defending against Federated Backdoor Attacks AISTATS 2024 Knowledge Distillation in Federated Learning: A Practical Guide IJCAI 2024 KnowledgeSG: Privacy-Preserving Synthetic Text Generation with Knowledge Distillation from Server EMNLP 2024 Language-Guided Transformer for Federated Multi-Label Classification AAAI 2024 Late to the Party? On-Demand Unlabeled Personalized Federated Learning WACV 2024 Leak and Learn: An Attacker's Cookbook to Train Using Leaked Data from Federated Learning CVPR 2024 LEAP: Optimization Hierarchical Federated Learning on Non-IID Data with Coalition Formation Game IJCAI 2024 Leveraging partial stragglers within gradient coding NeurIPS 2024 Local Superior Soups: A Catalyst for Model Merging in Cross-Silo Federated Learning NeurIPS 2024 Low Precision Local Training is Enough for Federated Learning NeurIPS 2024 Low-Resource Machine Translation through the Lens of Personalized Federated Learning EMNLP 2024 LR-XFL: Logical Reasoning-Based Explainable Federated Learning AAAI 2024 Maximum Knowledge Orthogonality Reconstruction With Gradients in Federated Learning WACV 2024 Mean Aggregator Is More Robust than Robust Aggregators under Label Poisoning Attacks IJCAI 2024 Minimizing Layerwise Activation Norm Improves Generalization in Federated Learning WACV 2024 Mixed-Precision Quantization for Federated Learning on Resource-Constrained Heterogeneous Devices CVPR 2024