| Empowering Healthcare through Privacy-Preserving MRI Analysis | Mar 14, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Metadata-Driven Federated Learning of Connectional Brain Templates in Non-IID Multi-Domain Scenarios | Mar 14, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Quantifying and Mitigating Privacy Risks for Tabular Generative Models | Mar 12, 2024 | Privacy Preserving | —Unverified | 0 |
| A Framework for Cost-Effective and Self-Adaptive LLM Shaking and Recovery Mechanism | Mar 12, 2024 | Privacy Preserving | —Unverified | 0 |
| SoK: Can Trajectory Generation Combine Privacy and Utility? | Mar 12, 2024 | Privacy Preserving | CodeCode Available | 1 |
| FewFedPIT: Towards Privacy-preserving and Few-shot Federated Instruction Tuning | Mar 10, 2024 | Federated LearningFew-Shot Learning | —Unverified | 0 |
| Privacy-Preserving Diffusion Model Using Homomorphic Encryption | Mar 9, 2024 | DenoisingImage Generation | CodeCode Available | 1 |
| Federated Learning Method for Preserving Privacy in Face Recognition System | Mar 8, 2024 | Face RecognitionFederated Learning | —Unverified | 0 |
| Developing Federated Time-to-Event Scores Using Heterogeneous Real-World Survival Data | Mar 8, 2024 | Privacy PreservingSurvival Analysis | CodeCode Available | 0 |
| Architectural Blueprint For Heterogeneity-Resilient Federated Learning | Mar 7, 2024 | Edge-computingFederated Learning | —Unverified | 0 |
| Federated Recommendation via Hybrid Retrieval Augmented Generation | Mar 7, 2024 | HallucinationPrivacy Preserving | CodeCode Available | 1 |
| Privacy-preserving Fine-tuning of Large Language Models through Flatness | Mar 7, 2024 | Knowledge DistillationPrivacy Preserving | —Unverified | 0 |
| Enhancing chest X-ray datasets with privacy-preserving large language models and multi-type annotations: a data-driven approach for improved classification | Mar 6, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| A Privacy-Preserving Framework with Multi-Modal Data for Cross-Domain Recommendation | Mar 6, 2024 | Contrastive LearningDecoder | —Unverified | 0 |
| Wildest Dreams: Reproducible Research in Privacy-preserving Neural Network Training | Mar 6, 2024 | Privacy Preserving | —Unverified | 0 |
| Leveraging Federated Learning for Automatic Detection of Clopidogrel Treatment Failures | Mar 5, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A Federated Deep Learning Approach for Privacy-Preserving Real-Time Transient Stability Predictions in Power Systems | Mar 5, 2024 | Privacy Preserving | —Unverified | 0 |
| Design of Stochastic Quantizers for Privacy Preservation | Mar 5, 2024 | Privacy PreservingQuantization | —Unverified | 0 |
| Towards Robust Federated Learning via Logits Calibration on Non-IID Data | Mar 5, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| FedHCDR: Federated Cross-Domain Recommendation with Hypergraph Signal Decoupling | Mar 5, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Data Collaboration Analysis with Orthonormal Basis Selection and Alignment | Mar 5, 2024 | Computational EfficiencyPrivacy Preserving | —Unverified | 0 |
| Differentially Private Synthetic Data via Foundation Model APIs 2: Text | Mar 4, 2024 | Privacy Preserving | CodeCode Available | 2 |
| Inf2Guard: An Information-Theoretic Framework for Learning Privacy-Preserving Representations against Inference Attacks | Mar 4, 2024 | Inference AttackPrivacy Preserving | CodeCode Available | 0 |
| Privacy-Preserving Collaborative Split Learning Framework for Smart Grid Load Forecasting | Mar 3, 2024 | energy managementLoad Forecasting | CodeCode Available | 1 |
| REWIND Dataset: Privacy-preserving Speaking Status Segmentation from Multimodal Body Movement Signals in the Wild | Mar 2, 2024 | Privacy Preserving | —Unverified | 0 |
| Differentially Private Knowledge Distillation via Synthetic Text Generation | Mar 1, 2024 | Knowledge DistillationModel Compression | CodeCode Available | 0 |
| Privacy-Preserving Distributed Optimization and Learning | Feb 29, 2024 | Distributed OptimizationPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Autoencoder for Collaborative Object Detection | Feb 29, 2024 | License Plate RecognitionObject | CodeCode Available | 0 |
| A Privacy-Preserving Unsupervised Speaker Disentanglement Method for Depression Detection from Speech | Feb 28, 2024 | De-identificationDepression Detection | CodeCode Available | 0 |
| State-of-the-Art Approaches to Enhancing Privacy Preservation of Machine Learning Datasets: A Survey | Feb 25, 2024 | AttributePrivacy Preserving | —Unverified | 0 |
| FedMM: Federated Multi-Modal Learning with Modality Heterogeneity in Computational Pathology | Feb 24, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| RVE-PFL: Robust Variational Encoder-based Personalised Federated Learning against Model Inversion Attacks | Feb 22, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| opp/ai: Optimistic Privacy-Preserving AI on Blockchain | Feb 22, 2024 | Computational EfficiencyPrivacy Preserving | —Unverified | 0 |
| On the Conflict of Robustness and Learning in Collaborative Machine Learning | Feb 21, 2024 | Privacy Preserving | —Unverified | 0 |
| Privacy-Preserving Instructions for Aligning Large Language Models | Feb 21, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Protect and Extend -- Using GANs for Synthetic Data Generation of Time-Series Medical Records | Feb 21, 2024 | Privacy PreservingSynthetic Data Generation | —Unverified | 0 |
| Privacy-Preserving Low-Rank Adaptation against Membership Inference Attacks for Latent Diffusion Models | Feb 19, 2024 | Privacy Preserving | CodeCode Available | 0 |
| Secure Federated Learning Across Heterogeneous Cloud and High-Performance Computing Resources -- A Case Study on Federated Fine-tuning of LLaMA 2 | Feb 19, 2024 | Cloud ComputingFederated Learning | —Unverified | 0 |
| Is Open-Source There Yet? A Comparative Study on Commercial and Open-Source LLMs in Their Ability to Label Chest X-Ray Reports | Feb 19, 2024 | Privacy Preserving | —Unverified | 0 |
| Neuromorphic Face Analysis: a Survey | Feb 18, 2024 | Privacy PreservingSurvey | —Unverified | 0 |
| Federated Fine-tuning of Large Language Models under Heterogeneous Tasks and Client Resources | Feb 18, 2024 | Federated Learningparameter-efficient fine-tuning | —Unverified | 0 |
| Neural Networks with (Low-Precision) Polynomial Approximations: New Insights and Techniques for Accuracy Improvement | Feb 17, 2024 | Privacy Preserving | —Unverified | 0 |
| Differential Private Federated Transfer Learning for Mental Health Monitoring in Everyday Settings: A Case Study on Stress Detection | Feb 16, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A privacy-preserving, distributed and cooperative FCM-based learning approach for cancer research | Feb 15, 2024 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| An advanced data fabric architecture leveraging homomorphic encryption and federated learning | Feb 15, 2024 | Federated LearningMedical Image Analysis | —Unverified | 0 |
| User Modeling and User Profiling: A Comprehensive Survey | Feb 15, 2024 | FairnessFake News Detection | —Unverified | 0 |
| A chaotic maps-based privacy-preserving distributed deep learning for incomplete and Non-IID datasets | Feb 15, 2024 | Deep LearningFederated Learning | —Unverified | 0 |
| A Federated Framework for LLM-based Recommendation | Feb 15, 2024 | Federated LearningLanguage Modelling | CodeCode Available | 0 |
| Only My Model On My Data: A Privacy Preserving Approach Protecting one Model and Deceiving Unauthorized Black-Box Models | Feb 14, 2024 | Adversarial AttackClassification | —Unverified | 0 |
| I can't see it but I can Fine-tune it: On Encrypted Fine-tuning of Transformers using Fully Homomorphic Encryption | Feb 14, 2024 | image-classificationImage Classification | —Unverified | 0 |