| Adaptive Clipping for Privacy-Preserving Few-Shot Learning: Enhancing Generalization with Limited Data | Mar 27, 2025 | Few-Shot LearningMeta-Learning | —Unverified | 0 |
| Resource-Efficient Federated Fine-Tuning Large Language Models for Heterogeneous Data | Mar 27, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Multi-Objective Optimization for Privacy-Utility Balance in Differentially Private Federated Learning | Mar 27, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Robust Federated Learning Against Poisoning Attacks: A GAN-Based Defense Framework | Mar 26, 2025 | Federated LearningGenerative Adversarial Network | CodeCode Available | 0 |
| Generating Synthetic Data with Formal Privacy Guarantees: State of the Art and the Road Ahead | Mar 26, 2025 | Privacy Preserving | —Unverified | 0 |
| Domain-incremental White Blood Cell Classification with Privacy-aware Continual Learning | Mar 25, 2025 | Continual LearningPrivacy Preserving | —Unverified | 0 |
| 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 |
| Noise Resilient Over-The-Air Federated Learning In Heterogeneous Wireless Networks | Mar 25, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FedSKD: Aggregation-free Model-heterogeneous Federated Learning using Multi-dimensional Similarity Knowledge Distillation | Mar 23, 2025 | Federated LearningKnowledge Distillation | —Unverified | 0 |
| Active Inference for Energy Control and Planning in Smart Buildings and Communities | Mar 23, 2025 | Decision MakingDecision Making Under Uncertainty | —Unverified | 0 |
