| GCFL: A Gradient Correction-based Federated Learning Framework for Privacy-preserving CPSS | Jun 4, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning | Jun 4, 2025 | Federated Learningparameter-efficient fine-tuning | CodeCode Available | 0 |
| FlowerTune: A Cross-Domain Benchmark for Federated Fine-Tuning of Large Language Models | Jun 3, 2025 | BenchmarkingDomain Adaptation | —Unverified | 0 |
| Sociodynamics-inspired Adaptive Coalition and Client Selection in Federated Learning | Jun 3, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Computation- and Communication-Efficient Online FL for Resource-Constrained Aerial Vehicles | Jun 3, 2025 | Edge-computingFederated Learning | —Unverified | 0 |
| Recursive Privacy-Preserving Estimation Over Markov Fading Channels | Jun 3, 2025 | Privacy PreservingState Estimation | —Unverified | 0 |
| Towards Generalizable Drowsiness Monitoring with Physiological Sensors: A Preliminary Study | Jun 3, 2025 | Privacy Preserving | —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 Powered Edge Intelligence for U-Healthcare in Privacy Critical and Time Sensitive Environment | May 31, 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 |
| 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 |
| Towards Unified Modeling in Federated Multi-Task Learning via Subspace Decoupling | May 30, 2025 | Multi-Task LearningPrivacy Preserving | —Unverified | 0 |
| Federated Foundation Model for GI Endoscopy Images | May 30, 2025 | modelPrivacy 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 |
| Position: Federated Foundation Language Model Post-Training Should Focus on Open-Source Models | 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 |
| An Empirical Study of Federated Prompt Learning for Vision Language Model | May 29, 2025 | Federated LearningLanguage Modeling | —Unverified | 0 |
| Towards Privacy-Preserving Fine-Grained Visual Classification via Hierarchical Learning from Label Proportions | May 29, 2025 | ClassificationDictionary Learning | —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 |
| CADRE: Customizable Assurance of Data Readiness in Privacy-Preserving Federated Learning | May 28, 2025 | FairnessFederated Learning | —Unverified | 0 |
| DP-RTFL: Differentially Private Resilient Temporal Federated Learning for Trustworthy AI in Regulated Industries | May 27, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| PrivATE: Differentially Private Confidence Intervals for Average Treatment Effects | May 27, 2025 | Privacy PreservingUncertainty Quantification | —Unverified | 0 |
| Fog Intelligence for Network Anomaly Detection | May 27, 2025 | Anomaly DetectionCloud Computing | —Unverified | 0 |
| MedOrchestra: A Hybrid Cloud-Local LLM Approach for Clinical Data Interpretation | May 27, 2025 | Privacy Preserving | —Unverified | 0 |
| Privacy-Preserving Chest X-ray Report Generation via Multimodal Federated Learning with ViT and GPT-2 | May 27, 2025 | DiagnosticFederated Learning | —Unverified | 0 |
| Privacy-Preserving Peer-to-Peer Energy Trading via Hybrid Secure Computations | May 26, 2025 | Distributed Optimizationenergy trading | —Unverified | 0 |
| Model Agnostic Differentially Private Causal Inference | May 26, 2025 | Causal Inferencemodel | —Unverified | 0 |
| Ontology- and LLM-based Data Harmonization for Federated Learning in Healthcare | May 26, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Zero-Trust Foundation Models: A New Paradigm for Secure and Collaborative Artificial Intelligence for Internet of Things | May 26, 2025 | Anomaly DetectionFederated Learning | —Unverified | 0 |
| Synergising Hierarchical Data Centers and Power Networks: A Privacy-Preserving Approach | May 26, 2025 | Privacy Preserving | —Unverified | 0 |
| FedSKC: Federated Learning with Non-IID Data via Structural Knowledge Collaboration | May 25, 2025 | Contrastive LearningEdge-computing | CodeCode Available | 0 |
| Evaluating Query Efficiency and Accuracy of Transfer Learning-based Model Extraction Attack in Federated Learning | May 25, 2025 | Federated LearningModel extraction | —Unverified | 0 |
| Cellular Traffic Prediction via Byzantine-robust Asynchronous Federated Learning | May 25, 2025 | Federated LearningPrediction | CodeCode Available | 0 |
| A Novel Zero-Trust Identity Framework for Agentic AI: Decentralized Authentication and Fine-Grained Access Control | May 25, 2025 | AttributeManagement | —Unverified | 0 |
| Federated Learning: From Theory to Practice | May 25, 2025 | Distributed OptimizationFederated Learning | —Unverified | 0 |
| Federated Retrieval-Augmented Generation: A Systematic Mapping Study | May 24, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Synthesizing and Adapting Error Correction Data for Mobile Large Language Model Applications | May 24, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Large language model as user daily behavior data generator: balancing population diversity and individual personality | May 23, 2025 | Data AugmentationDiversity | —Unverified | 0 |
| An Attack to Break Permutation-Based Private Third-Party Inference Schemes for LLMs | May 23, 2025 | Privacy Preserving | —Unverified | 0 |
| Secure and Private Federated Learning: Achieving Adversarial Resilience through Robust Aggregation | May 22, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Joint Relational Database Generation via Graph-Conditional Diffusion Models | May 22, 2025 | Graph Neural NetworkImputation | —Unverified | 0 |
| AIDRIN 2.0: A Framework to Assess Data Readiness for AI | May 22, 2025 | FairnessFederated Learning | —Unverified | 0 |
| LAGO: Few-shot Crosslingual Embedding Inversion Attacks via Language Similarity-Aware Graph Optimization | May 21, 2025 | Distributed OptimizationMultilingual NLP | —Unverified | 0 |
| Pura: An Efficient Privacy-Preserving Solution for Face Recognition | May 21, 2025 | Face RecognitionPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Conformal Prediction Under Local Differential Privacy | May 21, 2025 | Conformal PredictionLarge Language Model | CodeCode Available | 0 |