A Communication-Efficient Distributed Gradient Clipping Algorithm for Training Deep Neural Networks May 10, 2022 Federated Learning
Code Code Available 5 FedOS: using open-set learning to stabilize training in federated learning Aug 22, 2022 Federated Learning Open Set Learning
Code Code Available 5 FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks Apr 18, 2021 Benchmarking Federated Learning
Code Code Available 5 FedCVT: Semi-supervised Vertical Federated Learning with Cross-view Training Aug 25, 2020 Federated Learning Representation Learning
Code Code Available 5 FedPall: Prototype-based Adversarial and Collaborative Learning for Federated Learning with Feature Drift Jul 7, 2025 Federated Learning
Code Code Available 5 FedQAS: Privacy-aware machine reading comprehension with federated learning Feb 9, 2022 Conversational Question Answering 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 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 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 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 FedMAP: Unlocking Potential in Personalized Federated Learning through Bi-Level MAP Optimization May 29, 2024 Federated Learning Personalized Federated Learning
Code Code Available 5 A New Perspective to Boost Performance Fairness for Medical Federated Learning Oct 12, 2024 Fairness Federated Learning
Code Code Available 5 A New Perspective on Privacy Protection in Federated Learning with Granular-Ball Computing Jan 9, 2025 Articles Federated Learning
Code Code Available 5 FLStore: Efficient Federated Learning Storage for non-training workloads Mar 1, 2025 Federated Learning Privacy Preserving
Code Code Available 5 FedLWS: Federated Learning with Adaptive Layer-wise Weight Shrinking Mar 19, 2025 Federated Learning
Code Code Available 5 A Differentially Private Blockchain-Based Approach for Vertical Federated Learning Jul 9, 2024 Federated Learning Vertical Federated Learning
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 A Client-server Deep Federated Learning for Cross-domain Surgical Image Segmentation Jun 14, 2023 Diagnostic Domain Adaptation
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 A deep cut into Split Federated Self-supervised Learning Jun 12, 2024 Federated Learning Self-Supervised Learning
Code Code Available 5 An Equivalence Between Data Poisoning and Byzantine Gradient Attacks Feb 17, 2022 Data Poisoning Federated Learning
Code Code Available 5 FedLion: Faster Adaptive Federated Optimization with Fewer Communication Feb 15, 2024 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 Adaptive Guidance for Local Training in Heterogeneous Federated Learning Oct 9, 2024 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 FedKD-hybrid: Federated Hybrid Knowledge Distillation for Lithography Hotspot Detection Jan 7, 2025 Federated Learning Knowledge Distillation
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 FedICT: Federated Multi-task Distillation for Multi-access Edge Computing Jan 1, 2023 Edge-computing Federated Learning
Code Code Available 5 Breaching FedMD: Image Recovery via Paired-Logits Inversion Attack Apr 22, 2023 Federated Learning
Code Code Available 5 FedHIL: Heterogeneity Resilient Federated Learning for Robust Indoor Localization with Mobile Devices Jul 4, 2023 Federated Learning Indoor Localization
Code Code Available 5 Fed-HeLLo: Efficient Federated Foundation Model Fine-Tuning with Heterogeneous LoRA Allocation Jun 13, 2025 Federated Learning
Code Code Available 5 FedPH: Privacy-enhanced Heterogeneous Federated Learning Jan 27, 2023 Federated Learning Privacy Preserving
Code Code Available 5 FedHe: Heterogeneous Models and Communication-Efficient Federated Learning Oct 19, 2021 Federated Learning Knowledge Distillation
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 FedMultimodal: A Benchmark For Multimodal Federated Learning Jun 15, 2023 Emotion Recognition Federated Learning
Code Code Available 5 Brain Age Estimation Using Structural MRI: A Clustered Federated Learning Approach Jul 27, 2023 Age Estimation Federated Learning
Code Code Available 5 FedLAP-DP: Federated Learning by Sharing Differentially Private Loss Approximations Feb 2, 2023 Federated Learning global-optimization
Code Code Available 5 Privacy and Accuracy Implications of Model Complexity and Integration in Heterogeneous Federated Learning Nov 29, 2023 Federated Learning Inference Attack
Code Code Available 5 FedGrad: Mitigating Backdoor Attacks in Federated Learning Through Local Ultimate Gradients Inspection Apr 29, 2023 Backdoor Attack Federated Learning
Code Code Available 5 FedFT: Improving Communication Performance for Federated Learning with Frequency Space Transformation Sep 8, 2024 Federated Learning
Code Code Available 5 An Element-Wise Weights Aggregation Method for Federated Learning Apr 24, 2024 Federated Learning
Code Code Available 5 FedFTN: Personalized Federated Learning with Deep Feature Transformation Network for Multi-institutional Low-count PET Denoising Apr 2, 2023 Denoising Federated Learning
Code Code Available 5 FedFOR: Stateless Heterogeneous Federated Learning with First-Order Regularization Sep 21, 2022 Federated Learning
Code Code Available 5 FedFetch: Faster Federated Learning with Adaptive Downstream Prefetching Apr 21, 2025 Federated Learning
Code Code Available 5 Achieving Model Fairness in Vertical Federated Learning Sep 17, 2021 BIG-bench Machine Learning Fairness
Code Code Available 5 BOBA: Byzantine-Robust Federated Learning with Label Skewness Aug 27, 2022 Federated Learning Selection bias
Code Code Available 5 Addressing Heterogeneity in Federated Learning via Distributional Transformation Oct 26, 2022 Data Augmentation Federated Learning
Code Code Available 5 