| Resource-Constrained Federated Continual Learning: What Does Matter? | Jan 15, 2025 | Continual LearningGPU | —Unverified | 0 |
| Maximizing Uncertainty for Federated learning via Bayesian Optimisation-based Model Poisoning | Jan 14, 2025 | Bayesian OptimisationFederated Learning | —Unverified | 0 |
| Privacy-Preserving Model and Preprocessing Verification for Machine Learning | Jan 14, 2025 | Binary ClassificationMulti-class Classification | —Unverified | 0 |
| UFGraphFR: An attempt at a federated recommendation system based on user text characteristics | Jan 14, 2025 | AttributeFederated Learning | CodeCode Available | 0 |
| EVA-S2PLoR: A Secure Element-wise Multiplication Meets Logistic Regression on Heterogeneous Database | Jan 9, 2025 | Anomaly DetectionPrivacy Preserving | —Unverified | 0 |
| TAPFed: Threshold Secure Aggregation for Privacy-Preserving Federated Learning | Jan 9, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Lossless Privacy-Preserving Aggregation for Decentralized Federated Learning | Jan 8, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Distributed Online Mirror Descent for Nonconvex Optimization | Jan 8, 2025 | Privacy Preserving | —Unverified | 0 |
| Federated Fine-Tuning of LLMs: Framework Comparison and Research Directions | Jan 8, 2025 | Federated LearningKnowledge Distillation | —Unverified | 0 |
| Navigating the Designs of Privacy-Preserving Fine-tuning for Large Language Models | Jan 8, 2025 | Privacy Preserving | —Unverified | 0 |
| Reach Measurement, Optimization and Frequency Capping In Targeted Online Advertising Under k-Anonymity | Jan 8, 2025 | Privacy Preserving | —Unverified | 0 |
| Decentralised Resource Sharing in TinyML: Wireless Bilayer Gossip Parallel SGD for Collaborative Learning | Jan 8, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| VerifBFL: Leveraging zk-SNARKs for A Verifiable Blockchained Federated Learning | Jan 8, 2025 | Federated LearningModel Poisoning | —Unverified | 0 |
| Forecasting Anonymized Electricity Load Profiles | Jan 8, 2025 | Privacy Preserving | —Unverified | 0 |
| FedKD-hybrid: Federated Hybrid Knowledge Distillation for Lithography Hotspot Detection | Jan 7, 2025 | Federated LearningKnowledge Distillation | CodeCode Available | 0 |
| Optimizing Value of Learning in Task-Oriented Federated Meta-Learning Systems | Jan 7, 2025 | FairnessFederated Learning | —Unverified | 0 |
| From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning | Jan 6, 2025 | Federated LearningInference Attack | —Unverified | 0 |
| The Robustness of Spiking Neural Networks in Federated Learning with Compression Against Non-omniscient Byzantine Attacks | Jan 6, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Towards the Anonymization of the Language Modeling | Jan 5, 2025 | Causal Language ModelingLanguage Modeling | —Unverified | 0 |
| Efficient Deployment of Large Language Models on Resource-constrained Devices | Jan 5, 2025 | Federated Learningparameter-efficient fine-tuning | —Unverified | 0 |
| Fortifying Federated Learning Towards Trustworthiness via Auditable Data Valuation and Verifiable Client Contribution | Jan 1, 2025 | Data PoisoningData Valuation | —Unverified | 0 |
| Gaussian Splatting Feature Fields for (Privacy-Preserving) Visual Localization | Jan 1, 2025 | 3DGSPrivacy Preserving | —Unverified | 0 |
| Distinguish Then Exploit: Source-free Open Set Domain Adaptation via Weight Barcode Estimation and Sparse Label Assignment | Jan 1, 2025 | Domain AdaptationPrivacy Preserving | —Unverified | 0 |
| pFedMxF: Personalized Federated Class-Incremental Learning with Mixture of Frequency Aggregation | Jan 1, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Unlearning through Knowledge Overwriting: Reversible Federated Unlearning via Selective Sparse Adapter | Jan 1, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Distributed Defense Framework for DC Microgrids Against Exponentially Unbounded False Data Injection Attacks | Dec 31, 2024 | Privacy Preserving | —Unverified | 0 |
| Generalizing in Net-Zero Microgrids: A Study with Federated PPO and TRPO | Dec 30, 2024 | energy managementFederated Learning | CodeCode Available | 0 |
| Federated Learning with Workload Reduction through Partial Training of Client Models and Entropy-Based Data Selection | Dec 30, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Blockchain-Empowered Cyber-Secure Federated Learning for Trustworthy Edge Computing | Dec 30, 2024 | Edge-computingFairness | —Unverified | 0 |
| Towards nation-wide analytical healthcare infrastructures: A privacy-preserving augmented knee rehabilitation case study | Dec 30, 2024 | DiagnosticPose Estimation | CodeCode Available | 0 |
| SafeSynthDP: Leveraging Large Language Models for Privacy-Preserving Synthetic Data Generation Using Differential Privacy | Dec 30, 2024 | Privacy PreservingSynthetic Data Generation | —Unverified | 0 |
| Reconciling Privacy and Explainability in High-Stakes: A Systematic Inquiry | Dec 30, 2024 | Decision MakingPrivacy Preserving | CodeCode Available | 0 |
| Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding | Dec 30, 2024 | Edge-computingFeature Compression | —Unverified | 0 |
| A Multiparty Homomorphic Encryption Approach to Confidential Federated Kaplan Meier Survival Analysis | Dec 29, 2024 | Privacy PreservingReconstruction Attack | —Unverified | 0 |
| Optimal Federated Learning for Functional Mean Estimation under Heterogeneous Privacy Constraints | Dec 25, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FFA Sora, video generation as fundus fluorescein angiography simulator | Dec 23, 2024 | Privacy PreservingQuestion Answering | —Unverified | 0 |
| Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction | Dec 23, 2024 | Federated LearningKnowledge Distillation | —Unverified | 0 |
| Asynchronous Federated Learning: A Scalable Approach for Decentralized Machine Learning | Dec 23, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Dataset for Real-World Human Action Detection Using FMCW mmWave Radar | Dec 23, 2024 | Action DetectionPrivacy Preserving | —Unverified | 0 |
| Modular Conversational Agents for Surveys and Interviews | Dec 22, 2024 | AI AgentImage Generation | —Unverified | 0 |
| Label Privacy in Split Learning for Large Models with Parameter-Efficient Training | Dec 21, 2024 | Federated Learningparameter-efficient fine-tuning | CodeCode Available | 0 |
| CBNN: 3-Party Secure Framework for Customized Binary Neural Networks Inference | Dec 21, 2024 | BinarizationKnowledge Distillation | —Unverified | 0 |
| Privacy in Fine-tuning Large Language Models: Attacks, Defenses, and Future Directions | Dec 21, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Benchmarking LLMs and SLMs for patient reported outcomes | Dec 20, 2024 | BenchmarkingPrivacy Preserving | —Unverified | 0 |
| FedGAT: A Privacy-Preserving Federated Approximation Algorithm for Graph Attention Networks | Dec 20, 2024 | Graph AttentionGraph Learning | —Unverified | 0 |
| Differentially Private Federated Learning of Diffusion Models for Synthetic Tabular Data Generation | Dec 20, 2024 | DenoisingFederated Learning | —Unverified | 0 |
| Clio: Privacy-Preserving Insights into Real-World AI Use | Dec 18, 2024 | Privacy Preserving | —Unverified | 0 |
| Federated Learning and RAG Integration: A Scalable Approach for Medical Large Language Models | Dec 18, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FedSTaS: Client Stratification and Client Level Sampling for Efficient Federated Learning | Dec 18, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Towards privacy-preserving cooperative control via encrypted distributed optimization | Dec 18, 2024 | Distributed OptimizationPrivacy Preserving | —Unverified | 0 |