| Privacy-Preserving Distributed Online Mirror Descent for Nonconvex Optimization | 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 |
| Navigating the Designs of Privacy-Preserving Fine-tuning for Large Language Models | Jan 8, 2025 | Privacy Preserving | —Unverified | 0 |
| Lossless Privacy-Preserving Aggregation for Decentralized Federated Learning | Jan 8, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Federated Fine-Tuning of LLMs: Framework Comparison and Research Directions | Jan 8, 2025 | Federated LearningKnowledge Distillation | —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 |
| The Robustness of Spiking Neural Networks in Federated Learning with Compression Against Non-omniscient Byzantine Attacks | Jan 6, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning | Jan 6, 2025 | Federated LearningInference Attack | —Unverified | 0 |
| Efficient Deployment of Large Language Models on Resource-constrained Devices | Jan 5, 2025 | Federated Learningparameter-efficient fine-tuning | —Unverified | 0 |
| Towards the Anonymization of the Language Modeling | Jan 5, 2025 | Causal Language ModelingLanguage Modeling | —Unverified | 0 |
| Fortifying Federated Learning Towards Trustworthiness via Auditable Data Valuation and Verifiable Client Contribution | Jan 1, 2025 | Data PoisoningData Valuation | —Unverified | 0 |
| Unlearning through Knowledge Overwriting: Reversible Federated Unlearning via Selective Sparse Adapter | Jan 1, 2025 | Federated LearningPrivacy 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 |
| Gaussian Splatting Feature Fields for (Privacy-Preserving) Visual Localization | Jan 1, 2025 | 3DGSPrivacy Preserving | —Unverified | 0 |
| pFedMxF: Personalized Federated Class-Incremental Learning with Mixture of Frequency Aggregation | Jan 1, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Privacy-Preserving Distributed Defense Framework for DC Microgrids Against Exponentially Unbounded False Data Injection Attacks | Dec 31, 2024 | Privacy Preserving | —Unverified | 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 |
| Generalizing in Net-Zero Microgrids: A Study with Federated PPO and TRPO | Dec 30, 2024 | energy managementFederated Learning | CodeCode Available | 0 |
| Blockchain-Empowered Cyber-Secure Federated Learning for Trustworthy Edge Computing | Dec 30, 2024 | Edge-computingFairness | —Unverified | 0 |
| Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding | Dec 30, 2024 | Edge-computingFeature Compression | —Unverified | 0 |
| SafeSynthDP: Leveraging Large Language Models for Privacy-Preserving Synthetic Data Generation Using Differential Privacy | Dec 30, 2024 | Privacy PreservingSynthetic Data Generation | —Unverified | 0 |
| Towards nation-wide analytical healthcare infrastructures: A privacy-preserving augmented knee rehabilitation case study | Dec 30, 2024 | DiagnosticPose Estimation | CodeCode Available | 0 |
| Reconciling Privacy and Explainability in High-Stakes: A Systematic Inquiry | Dec 30, 2024 | Decision MakingPrivacy Preserving | CodeCode Available | 0 |
| A Multiparty Homomorphic Encryption Approach to Confidential Federated Kaplan Meier Survival Analysis | Dec 29, 2024 | Privacy PreservingReconstruction Attack | —Unverified | 0 |