| MedAgentGym: Training LLM Agents for Code-Based Medical Reasoning at Scale | Jun 4, 2025 | BenchmarkingLanguage Modeling | —Unverified | 0 |
| Learning to Diagnose Privately: DP-Powered LLMs for Radiology Report Classification | Jun 4, 2025 | Privacy Preserving | —Unverified | 0 |
| Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles | Jun 3, 2025 | Edge-computingFederated Learning | —Unverified | 0 |
| FlowerTune: A Cross-Domain Benchmark for Federated Fine-Tuning of Large Language Models | Jun 3, 2025 | BenchmarkingDomain Adaptation | —Unverified | 0 |
| Towards Generalizable Drowsiness Monitoring with Physiological Sensors: A Preliminary Study | Jun 3, 2025 | Privacy Preserving | —Unverified | 0 |
| Sociodynamics-inspired Adaptive Coalition and Client Selection in Federated Learning | Jun 3, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Recursive Privacy-Preserving Estimation Over Markov Fading Channels | Jun 3, 2025 | Privacy PreservingState Estimation | —Unverified | 0 |
| Privacy-Preserving Federated Convex Optimization: Balancing Partial-Participation and Efficiency via Noise Cancellation | Jun 3, 2025 | Computational EfficiencyFederated Learning | —Unverified | 0 |
| SMOTE-DP: Improving Privacy-Utility Tradeoff with Synthetic Data | Jun 2, 2025 | Privacy PreservingSynthetic Data Generation | —Unverified | 0 |
| Mitigating Disparate Impact of Differentially Private Learning through Bounded Adaptive Clipping | Jun 2, 2025 | Privacy Preserving | —Unverified | 0 |
| Designing DSIC Mechanisms for Data Sharing in the Era of Large Language Models | Jun 1, 2025 | Privacy Preserving | —Unverified | 0 |
| Blockchain-Enabled Privacy-Preserving Second-Order Federated Edge Learning in Personalized Healthcare | May 31, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Blockchain Powered Edge Intelligence for U-Healthcare in Privacy Critical and Time Sensitive Environment | May 31, 2025 | Privacy Preserving | —Unverified | 0 |
| Towards Graph-Based Privacy-Preserving Federated Learning: ModelNet -- A ResNet-based Model Classification Dataset | May 31, 2025 | Federated Learningimage-classification | —Unverified | 0 |
| Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection | May 31, 2025 | Federated Learningparameter-efficient fine-tuning | —Unverified | 0 |
| Federated Foundation Model for GI Endoscopy Images | May 30, 2025 | modelPrivacy Preserving | —Unverified | 0 |
| Towards Unified Modeling in Federated Multi-Task Learning via Subspace Decoupling | May 30, 2025 | Multi-Task LearningPrivacy Preserving | —Unverified | 0 |
| Loss-Guided Model Sharing and Local Learning Correction in Decentralized Federated Learning for Crop Disease Classification | May 29, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Comparative analysis of privacy-preserving open-source LLMs regarding extraction of diagnostic information from clinical CMR imaging reports | May 29, 2025 | DescriptiveDiagnostic | —Unverified | 0 |
| Towards Privacy-Preserving Fine-Grained Visual Classification via Hierarchical Learning from Label Proportions | May 29, 2025 | ClassificationDictionary Learning | —Unverified | 0 |
| Position: Federated Foundation Language Model Post-Training Should Focus on Open-Source Models | May 29, 2025 | Federated LearningLanguage Modeling | —Unverified | 0 |
| An Empirical Study of Federated Prompt Learning for Vision Language Model | May 29, 2025 | Federated LearningLanguage Modeling | —Unverified | 0 |
| Buffer-free Class-Incremental Learning with Out-of-Distribution Detection | May 29, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Keyed Chaotic Dynamics for Privacy-Preserving Neural Inference | May 29, 2025 | Graph SamplingNeural Network Security | —Unverified | 0 |
| CADRE: Customizable Assurance of Data Readiness in Privacy-Preserving Federated Learning | May 28, 2025 | FairnessFederated Learning | —Unverified | 0 |