| Exploring FMCW Radars and Feature Maps for Activity Recognition: A Benchmark Study | Mar 7, 2025 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| Uncertainty-Aware Explainable Federated Learning | Mar 7, 2025 | Decision MakingFederated Learning | —Unverified | 0 |
| A Survey on Tabular Data Generation: Utility, Alignment, Fidelity, Privacy, and Beyond | Mar 7, 2025 | NavigatePrivacy Preserving | —Unverified | 0 |
| Algorithmic Data Minimization for Machine Learning over Internet-of-Things Data Streams | Mar 7, 2025 | Privacy Preserving | —Unverified | 0 |
| Federated Dynamic Modeling and Learning for Spatiotemporal Data Forecasting | Mar 6, 2025 | Demand ForecastingFederated Learning | —Unverified | 0 |
| Privacy Preserving and Robust Aggregation for Cross-Silo Federated Learning in Non-IID Settings | Mar 6, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| KidneyTalk-open: No-code Deployment of a Private Large Language Model with Medical Documentation-Enhanced Knowledge Database for Kidney Disease | Mar 6, 2025 | ChunkingLanguage Modeling | CodeCode Available | 0 |
| Generalization in Federated Learning: A Conditional Mutual Information Framework | Mar 6, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Incentivizing Multi-Tenant Split Federated Learning for Foundation Models at the Network Edge | Mar 6, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Knowledge Augmentation in Federation: Rethinking What Collaborative Learning Can Bring Back to Decentralized Data | Mar 5, 2025 | FairnessFederated Learning | —Unverified | 0 |
| FedPalm: A General Federated Learning Framework for Closed- and Open-Set Palmprint Verification | Mar 5, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Privacy is All You Need: Revolutionizing Wearable Health Data with Advanced PETs | Mar 5, 2025 | AllFederated Learning | —Unverified | 0 |
| Token-Level Privacy in Large Language Models | Mar 5, 2025 | Privacy PreservingSemantic Similarity | —Unverified | 0 |
| Privacy-Preserving Fair Synthetic Tabular Data | Mar 4, 2025 | FairnessMemorization | —Unverified | 0 |
| Federated Learning for Privacy-Preserving Feedforward Control in Multi-Agent Systems | Mar 4, 2025 | Autonomous DrivingFederated Learning | CodeCode Available | 0 |
| SHADE-AD: An LLM-Based Framework for Synthesizing Activity Data of Alzheimer's Patients | Mar 3, 2025 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| A Lightweight and Secure Deep Learning Model for Privacy-Preserving Federated Learning in Intelligent Enterprises | Mar 3, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Towards hyperparameter-free optimization with differential privacy | Mar 2, 2025 | Privacy Preserving | —Unverified | 0 |
| FLStore: Efficient Federated Learning Storage for non-training workloads | Mar 1, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Asynchronous Personalized Federated Learning through Global Memorization | Mar 1, 2025 | Federated LearningMemorization | —Unverified | 0 |
| Differentially Private Recursive Least Squares Estimation for ARX Systems with Multi-Participants | Feb 28, 2025 | Privacy Preservingregression | —Unverified | 0 |
| Model-Free Privacy Preserving Power Flow Analysis in Distribution Networks | Feb 27, 2025 | Incremental LearningPrivacy Preserving | —Unverified | 0 |
| FedMentalCare: Towards Privacy-Preserving Fine-Tuned LLMs to Analyze Mental Health Status Using Federated Learning Framework | Feb 27, 2025 | Computational EfficiencyFederated Learning | —Unverified | 0 |
| Chemical knowledge-informed framework for privacy-aware retrosynthesis learning | Feb 26, 2025 | Privacy PreservingRetrosynthesis | —Unverified | 0 |
| Differentially Private Iterative Screening Rules for Linear Regression | Feb 25, 2025 | Privacy Preservingregression | —Unverified | 0 |
| On the Privacy-Preserving Properties of Spiking Neural Networks with Unique Surrogate Gradients and Quantization Levels | Feb 25, 2025 | Privacy PreservingQuantization | —Unverified | 0 |
| H-FLTN: A Privacy-Preserving Hierarchical Framework for Electric Vehicle Spatio-Temporal Charge Prediction | Feb 25, 2025 | Demand ForecastingFederated Learning | —Unverified | 0 |
| A Survey of Zero-Knowledge Proof Based Verifiable Machine Learning | Feb 25, 2025 | Privacy Preserving | —Unverified | 0 |
| Differential privacy guarantees of Markov chain Monte Carlo algorithms | Feb 24, 2025 | Privacy Preserving | —Unverified | 0 |
| GOD model: Privacy Preserved AI School for Personal Assistant | Feb 24, 2025 | Imitation LearningPrivacy Preserving | CodeCode Available | 0 |
| Exploring Incremental Unlearning: Techniques, Challenges, and Future Directions | Feb 23, 2025 | Machine UnlearningPrivacy Preserving | —Unverified | 0 |
| Design and Implementation of a Scalable Clinical Data Warehouse for Resource-Constrained Healthcare Systems | Feb 23, 2025 | Privacy Preserving | —Unverified | 0 |
| RewardDS: Privacy-Preserving Fine-Tuning for Large Language Models via Reward Driven Data Synthesis | Feb 23, 2025 | Code GenerationPrivacy Preserving | —Unverified | 0 |
| FedORGP: Guiding Heterogeneous Federated Learning with Orthogonality Regularization on Global Prototypes | Feb 22, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation | Feb 21, 2025 | Knowledge DistillationPrivacy Preserving | —Unverified | 0 |
| Federated Fine-Tuning of Large Language Models: Kahneman-Tversky vs. Direct Preference Optimization | Feb 20, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| ReVision: A Dataset and Baseline VLM for Privacy-Preserving Task-Oriented Visual Instruction Rewriting | Feb 20, 2025 | Image Captioningmultimodal interaction | —Unverified | 0 |
| Secure Federated Data Distillation | Feb 19, 2025 | Dataset DistillationPrivacy Preserving | —Unverified | 0 |
| PRIV-QA: Privacy-Preserving Question Answering for Cloud Large Language Models | Feb 19, 2025 | Open-Ended Question AnsweringPrivacy Preserving | CodeCode Available | 0 |
| RAPID: Retrieval Augmented Training of Differentially Private Diffusion Models | Feb 18, 2025 | Privacy PreservingRAG | CodeCode Available | 0 |
| Ten Challenging Problems in Federated Foundation Models | Feb 14, 2025 | Continual LearningFederated Learning | —Unverified | 0 |
| Federated Learning-Driven Cybersecurity Framework for IoT Networks with Privacy-Preserving and Real-Time Threat Detection Capabilities | Feb 14, 2025 | Anomaly DetectionFederated Learning | —Unverified | 0 |
| Use of Air Quality Sensor Network Data for Real-time Pollution-Aware POI Suggestion | Feb 13, 2025 | Collaborative FilteringDecision Making | CodeCode Available | 0 |
| RLSA-PFL: Robust Lightweight Secure Aggregation with Model Inconsistency Detection in Privacy-Preserving Federated Learning | Feb 13, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Linear-Time User-Level DP-SCO via Robust Statistics | Feb 13, 2025 | Computational EfficiencyPrivacy Preserving | —Unverified | 0 |
| Vertical Federated Continual Learning via Evolving Prototype Knowledge | Feb 13, 2025 | Continual LearningFederated Learning | —Unverified | 0 |
| A Survey on LLM-based News Recommender Systems | Feb 13, 2025 | BenchmarkingFairness | —Unverified | 0 |
| Fine-Tuning Foundation Models with Federated Learning for Privacy Preserving Medical Time Series Forecasting | Feb 13, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Hybrid Ensemble Model for Network Anomaly Detection: Balancing Security and Data Protection | Feb 13, 2025 | Anomaly DetectionPrivacy Preserving | —Unverified | 0 |
| Vertical Federated Learning in Practice: The Good, the Bad, and the Ugly | Feb 12, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |