| FedCAR: Cross-client Adaptive Re-weighting for Generative Models in Federated Learning | Dec 16, 2024 | Federated LearningImage Generation | CodeCode Available | 0 |
| UA-PDFL: A Personalized Approach for Decentralized Federated Learning | Dec 16, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Learning Robust and Privacy-Preserving Representations via Information Theory | Dec 15, 2024 | Adversarial RobustnessAttribute | CodeCode Available | 0 |
| ProFe: Communication-Efficient Decentralized Federated Learning via Distillation and Prototypes | Dec 15, 2024 | Federated LearningKnowledge Distillation | —Unverified | 0 |
| CENTAUR: Bridging the Impossible Trinity of Privacy, Efficiency, and Performance in Privacy-Preserving Transformer Inference | Dec 14, 2024 | Privacy Preserving | —Unverified | 0 |
| ScaleOT: Privacy-utility-scalable Offsite-tuning with Dynamic LayerReplace and Selective Rank Compression | Dec 13, 2024 | Knowledge DistillationPrivacy Preserving | —Unverified | 0 |
| (ε, δ)-Differentially Private Partial Least Squares Regression | Dec 12, 2024 | Privacy Preservingregression | —Unverified | 0 |
| Cluster-Enhanced Federated Graph Neural Network for Recommendation | Dec 11, 2024 | Graph Neural NetworkPrivacy Preserving | —Unverified | 0 |
| Protecting Confidentiality, Privacy and Integrity in Collaborative Learning | Dec 11, 2024 | CPUGPU | —Unverified | 0 |
| Federated In-Context LLM Agent Learning | Dec 11, 2024 | Federated LearningIn-Context Learning | —Unverified | 0 |
| Local Features Meet Stochastic Anonymization: Revolutionizing Privacy-Preserving Face Recognition for Black-Box Models | Dec 11, 2024 | Face RecognitionPrivacy Preserving | —Unverified | 0 |
| dsLassoCov: a federated machine learning approach incorporating covariate control | Dec 11, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A New Federated Learning Framework Against Gradient Inversion Attacks | Dec 10, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving Customer Support: A Framework for Secure and Scalable Interactions | Dec 10, 2024 | Federated LearningInformation Retrieval | —Unverified | 0 |
| A Framework for Privacy-Preserving in IoV Using Federated Learning With Differential Privacy | Dec 9, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| H-FedSN: Personalized Sparse Networks for Efficient and Accurate Hierarchical Federated Learning for IoT Applications | Dec 9, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Large Language Models: Mechanisms, Applications, and Future Directions | Dec 9, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FedRBE -- a decentralized privacy-preserving federated batch effect correction tool for omics data based on limma | Dec 8, 2024 | Federated LearningMissing Values | —Unverified | 0 |
| Can large language models be privacy preserving and fair medical coders? | Dec 7, 2024 | FairnessPrivacy Preserving | —Unverified | 0 |
| A Federated Approach to Few-Shot Hate Speech Detection for Marginalized Communities | Dec 6, 2024 | Federated LearningFew-Shot Learning | —Unverified | 0 |
| Privacy-Preserving Retrieval-Augmented Generation with Differential Privacy | Dec 6, 2024 | Privacy PreservingRAG | —Unverified | 0 |
| Differentially Private Random Feature Model | Dec 6, 2024 | Fairnessmodel | CodeCode Available | 0 |
| A Differentially Private Kaplan-Meier Estimator for Privacy-Preserving Survival Analysis | Dec 6, 2024 | Privacy PreservingSurvival Analysis | —Unverified | 0 |
| Communication Compression for Distributed Learning without Control Variates | Dec 5, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving in Medical Image Analysis: A Review of Methods and Applications | Dec 5, 2024 | DiagnosticFederated Learning | —Unverified | 0 |
| Federated Learning in Mobile Networks: A Comprehensive Case Study on Traffic Forecasting | Dec 5, 2024 | Federated LearningManagement | CodeCode Available | 2 |
| BEFL: Balancing Energy Consumption in Federated Learning for Mobile Edge IoT | Dec 5, 2024 | Federated LearningImitation Learning | CodeCode Available | 0 |
| Multi-Layer Privacy-Preserving Record Linkage with Clerical Review based on gradual information disclosure | Dec 5, 2024 | Active LearningData Integration | —Unverified | 0 |
| End to End Collaborative Synthetic Data Generation | Dec 4, 2024 | Privacy PreservingSynthetic Data Generation | —Unverified | 0 |
| MRP-LLM: Multitask Reflective Large Language Models for Privacy-Preserving Next POI Recommendation | Dec 3, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Towards the efficacy of federated prediction for epidemics on networks | Dec 3, 2024 | Federated LearningGraph Attention | CodeCode Available | 0 |
| Learn More by Using Less: Distributed Learning with Energy-Constrained Devices | Dec 3, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Wasserstein Markets for Differentially-Private Data | Dec 3, 2024 | Decision MakingPrivacy Preserving | CodeCode Available | 0 |
| Private Linear Regression with Differential Privacy and PAC Privacy | Dec 3, 2024 | Privacy Preservingregression | —Unverified | 0 |
| A privacy-preserving distributed credible evidence fusion algorithm for collective decision-making | Dec 3, 2024 | Decision MakingLow-Rank Matrix Completion | —Unverified | 0 |
| Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces | Dec 2, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 0 |
| Lossless and Privacy-Preserving Graph Convolution Network for Federated Item Recommendation | Dec 2, 2024 | Graph Neural NetworkPrivacy Preserving | —Unverified | 0 |
| Classifying Simulated Gait Impairments using Privacy-preserving Explainable Artificial Intelligence and Mobile Phone Videos | Dec 2, 2024 | Explainable artificial intelligenceFeature Importance | —Unverified | 0 |
| FedAH: Aggregated Head for Personalized Federated Learning | Dec 2, 2024 | Federated LearningPersonalized Federated Learning | CodeCode Available | 0 |
| Effectiveness of L2 Regularization in Privacy-Preserving Machine Learning | Dec 2, 2024 | Inference AttackL2 Regularization | —Unverified | 0 |
| Privacy-Preserving Federated Learning via Homomorphic Adversarial Networks | Dec 2, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Towards Privacy-Preserving Medical Imaging: Federated Learning with Differential Privacy and Secure Aggregation Using a Modified ResNet Architecture | Dec 1, 2024 | Federated Learningimage-classification | —Unverified | 0 |
| Privacy-Preserving Orthogonal Aggregation for Guaranteeing Gender Fairness in Federated Recommendation | Nov 29, 2024 | AttributeFairness | —Unverified | 0 |
| Knowledge-Data Fusion Based Source-Free Semi-Supervised Domain Adaptation for Seizure Subtype Classification | Nov 29, 2024 | ClassificationDomain Adaptation | —Unverified | 0 |
| PEFT-as-an-Attack! Jailbreaking Language Models during Federated Parameter-Efficient Fine-Tuning | Nov 28, 2024 | Federated Learningparameter-efficient fine-tuning | —Unverified | 0 |
| PRSI: Privacy-Preserving Recommendation Model Based on Vector Splitting and Interactive Protocols | Nov 27, 2024 | Privacy PreservingRecommendation Systems | —Unverified | 0 |
| Inference Privacy: Properties and Mechanisms | Nov 27, 2024 | NavigatePrivacy Preserving | —Unverified | 0 |
| KAN See Your Face | Nov 27, 2024 | Face RecognitionFace Reconstruction | —Unverified | 0 |
| Synthetic Data Generation with LLM for Improved Depression Prediction | Nov 26, 2024 | Depression DetectionPrivacy Preserving | —Unverified | 0 |
| Joint Resource Optimization, Computation Offloading and Resource Slicing for Multi-Edge Traffic-Cognitive Networks | Nov 26, 2024 | Bayesian OptimizationEdge-computing | —Unverified | 0 |