| Resource-Constrained Federated Continual Learning: What Does Matter? | Jan 15, 2025 | Continual LearningGPU | —Unverified | 0 |
| Privacy-Preserving Model and Preprocessing Verification for Machine Learning | Jan 14, 2025 | Binary ClassificationMulti-class Classification | —Unverified | 0 |
| Maximizing Uncertainty for Federated learning via Bayesian Optimisation-based Model Poisoning | Jan 14, 2025 | Bayesian OptimisationFederated Learning | —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 |
| Forecasting Anonymized Electricity Load Profiles | 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 |
| Privacy-Preserving Distributed Online Mirror Descent for Nonconvex Optimization | 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 |
| Navigating the Designs of Privacy-Preserving Fine-tuning for Large Language Models | Jan 8, 2025 | Privacy Preserving | —Unverified | 0 |
| VerifBFL: Leveraging zk-SNARKs for A Verifiable Blockchained Federated Learning | Jan 8, 2025 | Federated LearningModel Poisoning | —Unverified | 0 |
| Decentralised Resource Sharing in TinyML: Wireless Bilayer Gossip Parallel SGD for Collaborative Learning | Jan 8, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Lossless Privacy-Preserving Aggregation for Decentralized Federated Learning | Jan 8, 2025 | Federated LearningPrivacy 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 |
| 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 |
| Unlearning through Knowledge Overwriting: Reversible Federated Unlearning via Selective Sparse Adapter | Jan 1, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Fortifying Federated Learning Towards Trustworthiness via Auditable Data Valuation and Verifiable Client Contribution | Jan 1, 2025 | Data PoisoningData Valuation | —Unverified | 0 |
| pFedMxF: Personalized Federated Class-Incremental Learning with Mixture of Frequency Aggregation | Jan 1, 2025 | class-incremental learningClass Incremental Learning | —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 |