SCAFFOLD: Stochastic Controlled Averaging for Federated Learning Oct 14, 2019 Distributed Optimization Federated Learning
Code Code Available 5 BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
Code Code Available 5 Federated Learning from Small Datasets Oct 7, 2021 Federated Learning
Code Code Available 5 Federated Learning Framework Coping with Hierarchical Heterogeneity in Cooperative ITS Apr 1, 2022 Autonomous Vehicles Federated Learning
Code Code Available 5 FedTabDiff: Federated Learning of Diffusion Probabilistic Models for Synthetic Mixed-Type Tabular Data Generation Jan 11, 2024 Attribute Denoising
Code Code Available 5 Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available 5 FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective Oct 26, 2021 Federated Learning Model Poisoning
Code Code Available 5 Federated Learning of Large Language Models with Parameter-Efficient Prompt Tuning and Adaptive Optimization Oct 23, 2023 Federated Learning
Code Code Available 5 Benchmarking Differential Privacy and Federated Learning for BERT Models Jun 26, 2021 Benchmarking Federated Learning
Code Code Available 5 SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Dec 18, 2024 Federated Learning
Code Code Available 5 Federated Learning of Generative Image Priors for MRI Reconstruction Feb 8, 2022 Federated Learning MRI Reconstruction
Code Code Available 5 SemiFL: Semi-Supervised Federated Learning for Unlabeled Clients with Alternate Training Jun 2, 2021 Data Augmentation Federated Learning
Code Code Available 5 Federated Learning of Gboard Language Models with Differential Privacy May 29, 2023 Federated Learning
Code Code Available 5 Separate but Together: Unsupervised Federated Learning for Speech Enhancement from Non-IID Data May 11, 2021 Federated Learning Speech Enhancement
Code Code Available 5 Recurrent Early Exits for Federated Learning with Heterogeneous Clients May 23, 2024 Federated Learning Knowledge Distillation
Code Code Available 5 Achieving Dimension-Free Communication in Federated Learning via Zeroth-Order Optimization May 24, 2024 Classification Federated Learning
Code Code Available 5 Byzantine-robust Federated Learning through Collaborative Malicious Gradient Filtering Sep 13, 2021 Federated Learning Model Poisoning
Code Code Available 5 Sky Computing: Accelerating Geo-distributed Computing in Federated Learning Feb 24, 2022 Distributed Computing Federated Learning
Code Code Available 5 Federated Learning on Non-IID Graphs via Structural Knowledge Sharing Nov 23, 2022 Federated Learning Graph Learning
Code Code Available 5 Federated Learning on Non-IID Data Silos: An Experimental Study Feb 3, 2021 BIG-bench Machine Learning Federated Learning
Code Code Available 5 FedSecurity: Benchmarking Attacks and Defenses in Federated Learning and Federated LLMs Jun 8, 2023 Benchmarking Federated Learning
Code Code Available 5 A Novel Optimized Asynchronous Federated Learning Framework Nov 18, 2021 Federated Learning
Code Code Available 5 A Novel Defense Against Poisoning Attacks on Federated Learning: LayerCAM Augmented with Autoencoder Jun 2, 2024 Federated Learning Model Poisoning
Code Code Available 5 pFedMoE: Data-Level Personalization with Mixture of Experts for Model-Heterogeneous Personalized Federated Learning Feb 2, 2024 Federated Learning Mixture-of-Experts
Code Code Available 5 FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge Injection Aug 17, 2024 Federated Learning Medical Visual Question Answering
Code Code Available 5 FedLWS: Federated Learning with Adaptive Layer-wise Weight Shrinking Mar 19, 2025 Federated Learning
Code Code Available 5 FedMAP: Unlocking Potential in Personalized Federated Learning through Bi-Level MAP Optimization May 29, 2024 Federated Learning Personalized Federated Learning
Code Code Available 5 Anomaly Localization in Model Gradients Under Backdoor Attacks Against Federated Learning Nov 29, 2021 Anomaly Localization Backdoor Attack
Code Code Available 5 FedMHO: Heterogeneous One-Shot Federated Learning Towards Resource-Constrained Edge Devices Feb 12, 2025 Edge-computing Federated Learning
Code Code Available 5 FedMRL: Data Heterogeneity Aware Federated Multi-agent Deep Reinforcement Learning for Medical Imaging Jul 8, 2024 Deep Reinforcement Learning Fairness
Code Code Available 5 FedLion: Faster Adaptive Federated Optimization with Fewer Communication Feb 15, 2024 Federated Learning
Code Code Available 5 Anomaly Detection through Unsupervised Federated Learning Sep 9, 2022 Anomaly Detection Federated Learning
Code Code Available 5 FedLF: Adaptive Logit Adjustment and Feature Optimization in Federated Long-Tailed Learning Sep 18, 2024 Federated Learning
Code Code Available 5 FedLoGe: Joint Local and Generic Federated Learning under Long-tailed Data Jan 17, 2024 Federated Learning Personalized Federated Learning
Code Code Available 5 Adaptive Guidance for Local Training in Heterogeneous Federated Learning Oct 9, 2024 Federated Learning
Code Code Available 5 A dual approach for federated learning Jan 26, 2022 Federated Learning
Code Code Available 5 FedLPA: One-shot Federated Learning with Layer-Wise Posterior Aggregation Sep 30, 2023 Federated Learning
Code Code Available 5 An Interpretable Client Decision Tree Aggregation process for Federated Learning Apr 3, 2024 Federated Learning
Code Code Available 5 An Interactive Framework for Implementing Privacy-Preserving Federated Learning: Experiments on Large Language Models Feb 11, 2025 Federated Learning Privacy Preserving
Code Code Available 5 A Communication-Efficient Distributed Gradient Clipping Algorithm for Training Deep Neural Networks May 10, 2022 Federated Learning
Code Code Available 5 FedKD-hybrid: Federated Hybrid Knowledge Distillation for Lithography Hotspot Detection Jan 7, 2025 Federated Learning Knowledge Distillation
Code Code Available 5 FedICT: Federated Multi-task Distillation for Multi-access Edge Computing Jan 1, 2023 Edge-computing Federated Learning
Code Code Available 5 FedPH: Privacy-enhanced Heterogeneous Federated Learning Jan 27, 2023 Federated Learning Privacy Preserving
Code Code Available 5 FedIA: Federated Medical Image Segmentation with Heterogeneous Annotation Completeness Jul 2, 2024 Federated Learning Image Segmentation
Code Code Available 5 FedIMPUTE: Privacy-Preserving Missing Value Imputation for Multi-Site Heterogeneous Electronic Health Records Aug 22, 2024 Federated Learning Missing Values
Code Code Available 5 FEDKIM: Adaptive Federated Knowledge Injection into Medical Foundation Models Aug 17, 2024 Federated Learning Mixture-of-Experts
Code Code Available 5 FedHarmony: Unlearning Scanner Bias with Distributed Data May 31, 2022 Federated Learning
Code Code Available 5 A Distributed Generative AI Approach for Heterogeneous Multi-Domain Environments under Data Sharing constraints Jul 17, 2025 Federated Learning Image Generation
Code Code Available 5 An Improved Algorithm for Clustered Federated Learning Oct 20, 2022 Clustering Federated Learning
Code Code Available 5 FedGS: Federated Gradient Scaling for Heterogeneous Medical Image Segmentation Aug 21, 2024 Disentanglement Federated Learning
Code Code Available 5 