| FedLAP-DP: Federated Learning by Sharing Differentially Private Loss Approximations | Feb 2, 2023 | Federated Learningglobal-optimization | CodeCode Available | 0 | 5 |
| Action Recognition for Privacy-Preserving Ambient Assisted Living | Aug 15, 2024 | Action RecognitionActivity Recognition | CodeCode Available | 0 | 5 |
| Federated User Preference Modeling for Privacy-Preserving Cross-Domain Recommendation | Aug 26, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| FedPH: Privacy-enhanced Heterogeneous Federated Learning | Jan 27, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| Federated Stain Normalization for Computational Pathology | Sep 29, 2022 | DiversityFederated Learning | CodeCode Available | 0 | 5 |
| Federated Spectral Graph Transformers Meet Neural Ordinary Differential Equations for Non-IID Graphs | Apr 16, 2025 | Federated LearningFraud Detection | CodeCode Available | 0 | 5 |
| Federated Survival Forests | Feb 6, 2023 | Federated LearningMissing Values | CodeCode Available | 0 | 5 |
| BrainLeaks: On the Privacy-Preserving Properties of Neuromorphic Architectures against Model Inversion Attacks | Feb 1, 2024 | Privacy Preserving | CodeCode Available | 0 | 5 |
| FedPCL-CDR: A Federated Prototype-based Contrastive Learning Framework for Privacy-Preserving Cross-domain Recommendation | Sep 5, 2024 | Contrastive LearningFederated Learning | CodeCode Available | 0 | 5 |
| A FAIR platform for reproducing mutational signature detection on tumor sequencing data | Jun 2, 2023 | Privacy Preserving | CodeCode Available | 0 | 5 |
| Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces | Dec 2, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 0 | 5 |
| A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection | Jul 23, 2019 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 0 | 5 |
| Federated Learning for Time-Series Healthcare Sensing with Incomplete Modalities | May 20, 2024 | Computational EfficiencyFederated Learning | CodeCode Available | 0 | 5 |
| Federated Causal Inference from Observational Data | Aug 24, 2023 | Causal InferenceFederated Learning | CodeCode Available | 0 | 5 |
| Federated Unlearning Made Practical: Seamless Integration via Negated Pseudo-Gradients | Apr 8, 2025 | Federated Learningimage-classification | CodeCode Available | 0 | 5 |
| In-Context Learning for Preserving Patient Privacy: A Framework for Synthesizing Realistic Patient Portal Messages | Nov 10, 2024 | De-identificationIn-Context Learning | CodeCode Available | 0 | 5 |
| Federated Learning for Clinical Structured Data: A Benchmark Comparison of Engineering and Statistical Approaches | Nov 6, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| Federated Domain Generalization via Prompt Learning and Aggregation | Nov 15, 2024 | Domain GeneralizationPrivacy Preserving | CodeCode Available | 0 | 5 |
| Federated Frank-Wolfe Algorithm | Aug 19, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| Federated Classification in Hyperbolic Spaces via Secure Aggregation of Convex Hulls | Aug 14, 2023 | Federated Learninggraph partitioning | CodeCode Available | 0 | 5 |
| Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System | Jan 29, 2019 | BIG-bench Machine LearningCollaborative Filtering | CodeCode Available | 0 | 5 |
| Federated Discrete Denoising Diffusion Model for Molecular Generation with OpenFL | Jan 21, 2025 | DenoisingDrug Design | CodeCode Available | 0 | 5 |
| Volley Revolver: A Novel Matrix-Encoding Method for Privacy-Preserving Neural Networks (Inference) | Jan 29, 2022 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| Blind-Match: Efficient Homomorphic Encryption-Based 1:N Matching for Privacy-Preserving Biometric Identification | Aug 12, 2024 | Face RecognitionPrivacy Preserving | CodeCode Available | 0 | 5 |
| FedCTR: Federated Native Ad CTR Prediction with Multi-Platform User Behavior Data | Jul 23, 2020 | Click-Through Rate PredictionPrediction | CodeCode Available | 0 | 5 |
| Biscotti: A Ledger for Private and Secure Peer-to-Peer Machine Learning | Nov 24, 2018 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 0 | 5 |
| FedCAR: Cross-client Adaptive Re-weighting for Generative Models in Federated Learning | Dec 16, 2024 | Federated LearningImage Generation | CodeCode Available | 0 | 5 |
| Federated Causal Discovery From Interventions | Nov 7, 2022 | Causal DiscoveryFederated Learning | CodeCode Available | 0 | 5 |
| FedCAP: Robust Federated Learning via Customized Aggregation and Personalization | Oct 16, 2024 | Anomaly DetectionFederated Learning | CodeCode Available | 0 | 5 |
| FedCG: Leverage Conditional GAN for Protecting Privacy and Maintaining Competitive Performance in Federated Learning | Nov 16, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| Federated Gaussian Process: Convergence, Automatic Personalization and Multi-fidelity Modeling | Nov 28, 2021 | Privacy Preserving | CodeCode Available | 0 | 5 |
| FastLloyd: Federated, Accurate, Secure, and Tunable k-Means Clustering with Differential Privacy | May 3, 2024 | ClusteringConstrained Clustering | CodeCode Available | 0 | 5 |
| Bigger But Not Better: Small Neural Language Models Outperform Large Language Models in Detection of Thought Disorder | Mar 25, 2025 | DiagnosticPrivacy Preserving | CodeCode Available | 0 | 5 |
| Feasibility Study of Multi-Site Split Learning for Privacy-Preserving Medical Systems under Data Imbalance Constraints in COVID-19, X-Ray, and Cholesterol Dataset | Feb 21, 2022 | Privacy Preserving | CodeCode Available | 0 | 5 |
| FairFML: Fair Federated Machine Learning with a Case Study on Reducing Gender Disparities in Cardiac Arrest Outcome Prediction | Oct 7, 2024 | FairnessFederated Learning | CodeCode Available | 0 | 5 |
| Adversarial representation learning for private speech generation | Jun 16, 2020 | Privacy PreservingRepresentation Learning | CodeCode Available | 0 | 5 |
| Fair Federated Data Clustering through Personalization: Bridging the Gap between Diverse Data Distributions | Jul 5, 2024 | ClusteringPrivacy Preserving | CodeCode Available | 0 | 5 |
| FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning | Jun 7, 2022 | FairnessFederated Learning | CodeCode Available | 0 | 5 |
| Exploring the Landscape for Generative Sequence Models for Specialized Data Synthesis | Nov 4, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Federated Learning with Reduced Information Leakage and Computation | Oct 10, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| Federated Learning: Challenges, Methods, and Future Directions | Aug 21, 2019 | BIG-bench Machine LearningDistributed Optimization | CodeCode Available | 0 | 5 |
| Adversarial Privacy-preserving Filter | Jul 25, 2020 | Adversarial AttackFace Recognition | CodeCode Available | 0 | 5 |
| Noiseless Privacy-Preserving Decentralized Learning | Apr 15, 2024 | Privacy Preserving | CodeCode Available | 0 | 5 |
| Beyond Inferring Class Representatives: User-Level Privacy Leakage From Federated Learning | Dec 3, 2018 | Edge-computingFederated Learning | CodeCode Available | 0 | 5 |
| Anonymisation Models for Text Data: State of the art, Challenges and Future Directions | Aug 1, 2021 | PositionPrivacy Preserving | CodeCode Available | 0 | 5 |
| Federated Semantic Learning for Privacy-preserving Cross-domain Recommendation | Mar 29, 2025 | Privacy PreservingRecommendation Systems | CodeCode Available | 0 | 5 |
| Exploring Federated Pruning for Large Language Models | May 19, 2025 | Privacy Preserving | CodeCode Available | 0 | 5 |
| Federated Split GANs | Jul 4, 2022 | AttributePrivacy Preserving | CodeCode Available | 0 | 5 |
| Exploring Selective Layer Fine-Tuning in Federated Learning | Aug 28, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| FADAS: Towards Federated Adaptive Asynchronous Optimization | Jul 25, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |