| SecONNds: Secure Outsourced Neural Network Inference on ImageNet | Jun 13, 2025 | CPUGPU | CodeCode Available | 0 |
| Intelligent Travel Activity Monitoring: Generalized Distributed Acoustic Sensing Approaches | Jun 11, 2025 | Federated LearningMeta-Learning | —Unverified | 0 |
| FedVLMBench: Benchmarking Federated Fine-Tuning of Vision-Language Models | Jun 11, 2025 | BenchmarkingFederated Learning | —Unverified | 0 |
| Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning | Jun 11, 2025 | Federated LearningInformation Retrieval | —Unverified | 0 |
| Devil's Hand: Data Poisoning Attacks to Locally Private Graph Learning Protocols | Jun 11, 2025 | Data PoisoningGraph Learning | —Unverified | 0 |
| A Privacy-Preserving Federated Learning Framework for Generalizable CBCT to Synthetic CT Translation in Head and Neck | Jun 10, 2025 | Federated LearningGenerative Adversarial Network | —Unverified | 0 |
| Are Trees Really Green? A Detection Approach of IoT Malware Attacks | Jun 9, 2025 | Intrusion DetectionPrivacy Preserving | —Unverified | 0 |
| TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems | Jun 9, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator | Jun 9, 2025 | Deep Reinforcement LearningFederated Learning | CodeCode Available | 0 |
| Breaking Data Silos: Towards Open and Scalable Mobility Foundation Models via Generative Continual Learning | Jun 7, 2025 | Continual LearningFederated Learning | —Unverified | 0 |
| QualitEye: Public and Privacy-preserving Gaze Data Quality Verification | Jun 6, 2025 | Domain AdaptationPrivacy Preserving | —Unverified | 0 |
| Multi-Modal Multi-Task Federated Foundation Models for Next-Generation Extended Reality Systems: Towards Privacy-Preserving Distributed Intelligence in AR/VR/MR | Jun 6, 2025 | Federated LearningMixed Reality | —Unverified | 0 |
| Simple Yet Effective: Extracting Private Data Across Clients in Federated Fine-Tuning of Large Language Models | Jun 6, 2025 | Federated LearningMemorization | —Unverified | 0 |
| PixCell: A generative foundation model for digital histopathology images | Jun 5, 2025 | Cell SegmentationData Augmentation | —Unverified | 0 |
| GCFL: A Gradient Correction-based Federated Learning Framework for Privacy-preserving CPSS | Jun 4, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| MedAgentGym: Training LLM Agents for Code-Based Medical Reasoning at Scale | Jun 4, 2025 | BenchmarkingLanguage Modeling | —Unverified | 0 |
| Evaluating Apple Intelligence's Writing Tools for Privacy Against Large Language Model-Based Inference Attacks: Insights from Early Datasets | Jun 4, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Learning to Diagnose Privately: DP-Powered LLMs for Radiology Report Classification | Jun 4, 2025 | Privacy Preserving | —Unverified | 0 |
| Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning | Jun 4, 2025 | Federated Learningparameter-efficient fine-tuning | CodeCode Available | 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 |
| Privacy-Preserving Federated Convex Optimization: Balancing Partial-Participation and Efficiency via Noise Cancellation | Jun 3, 2025 | Computational EfficiencyFederated Learning | —Unverified | 0 |
| FlowerTune: A Cross-Domain Benchmark for Federated Fine-Tuning of Large Language Models | Jun 3, 2025 | BenchmarkingDomain Adaptation | —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 |
| Mitigating Disparate Impact of Differentially Private Learning through Bounded Adaptive Clipping | Jun 2, 2025 | Privacy Preserving | —Unverified | 0 |
| SMOTE-DP: Improving Privacy-Utility Tradeoff with Synthetic Data | Jun 2, 2025 | Privacy PreservingSynthetic Data Generation | —Unverified | 0 |
| Designing DSIC Mechanisms for Data Sharing in the Era of Large Language Models | Jun 1, 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 |
| PAKTON: A Multi-Agent Framework for Question Answering in Long Legal Agreements | May 31, 2025 | Privacy PreservingQuestion Answering | CodeCode Available | 1 |
| 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 |
| 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 |
| Comparative analysis of privacy-preserving open-source LLMs regarding extraction of diagnostic information from clinical CMR imaging reports | May 29, 2025 | DescriptiveDiagnostic | —Unverified | 0 |
| Buffer-free Class-Incremental Learning with Out-of-Distribution Detection | May 29, 2025 | class-incremental learningClass Incremental Learning | —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 |
| An Empirical Study of Federated Prompt Learning for Vision Language Model | May 29, 2025 | Federated LearningLanguage Modeling | —Unverified | 0 |
| Keyed Chaotic Dynamics for Privacy-Preserving Neural Inference | May 29, 2025 | Graph SamplingNeural Network Security | —Unverified | 0 |
| Towards Privacy-Preserving Fine-Grained Visual Classification via Hierarchical Learning from Label Proportions | May 29, 2025 | ClassificationDictionary Learning | —Unverified | 0 |
| CADRE: Customizable Assurance of Data Readiness in Privacy-Preserving Federated Learning | May 28, 2025 | FairnessFederated Learning | —Unverified | 0 |
| CSI-Bench: A Large-Scale In-the-Wild Dataset for Multi-task WiFi Sensing | May 28, 2025 | Multi-Task LearningPrivacy Preserving | CodeCode Available | 1 |
| DP-RTFL: Differentially Private Resilient Temporal Federated Learning for Trustworthy AI in Regulated Industries | May 27, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 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 |
| 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 |
| 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 |