| A Privacy-Preserving Hybrid Federated Learning Framework for Financial Crime Detection | Feb 7, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Extracting Training Data from Diffusion Models | Jan 30, 2023 | Privacy Preserving | CodeCode Available | 1 |
| Dual Personalization on Federated Recommendation | Jan 16, 2023 | Privacy PreservingRecommendation Systems | CodeCode Available | 1 |
| Federated Domain Generalization With Generalization Adjustment | Jan 1, 2023 | Domain GeneralizationFairness | CodeCode Available | 1 |
| Rethinking Federated Learning With Domain Shift: A Prototype View | Jan 1, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Federated PCA on Grassmann Manifold for Anomaly Detection in IoT Networks | Dec 23, 2022 | Anomaly DetectionPrivacy Preserving | CodeCode Available | 1 |
| Position: Considerations for Differentially Private Learning with Large-Scale Public Pretraining | Dec 13, 2022 | PositionPrivacy Preserving | CodeCode Available | 1 |
| Federated Few-Shot Learning for Mobile NLP | Dec 12, 2022 | Few-Shot LearningPrivacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving Visual Localization with Event Cameras | Dec 4, 2022 | Image-Based LocalizationPrivacy Preserving | CodeCode Available | 1 |
| Secure and Privacy-Preserving Automated Machine Learning Operations into End-to-End Integrated IoT-Edge-Artificial Intelligence-Blockchain Monitoring System for Diabetes Mellitus Prediction | Nov 13, 2022 | Diabetes Predictionfeature selection | CodeCode Available | 1 |
| FedTP: Federated Learning by Transformer Personalization | Nov 3, 2022 | Federated LearningPersonalized Federated Learning | CodeCode Available | 1 |
| Private and Reliable Neural Network Inference | Oct 27, 2022 | FairnessPrivacy Preserving | CodeCode Available | 1 |
| PromptEHR: Conditional Electronic Healthcare Records Generation with Prompt Learning | Oct 11, 2022 | AttributeImputation | CodeCode Available | 1 |
| Federated Boosted Decision Trees with Differential Privacy | Oct 6, 2022 | Privacy Preserving | CodeCode Available | 1 |
| Heterogeneous Graph Neural Network for Privacy-Preserving Recommendation | Oct 2, 2022 | Graph Neural NetworkPrivacy Preserving | CodeCode Available | 1 |
| Differentially Private Bias-Term Fine-tuning of Foundation Models | Sep 30, 2022 | Privacy Preserving | CodeCode Available | 1 |
| Differentially Private Optimization on Large Model at Small Cost | Sep 30, 2022 | Privacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving Synthetic Data Generation for Recommendation Systems | Sep 27, 2022 | Privacy PreservingRecommendation Systems | CodeCode Available | 1 |
| Communication-Efficient and Privacy-Preserving Feature-based Federated Transfer Learning | Sep 12, 2022 | Federated Learningimage-classification | CodeCode Available | 1 |
| EViT: Privacy-Preserving Image Retrieval via Encrypted Vision Transformer in Cloud Computing | Aug 31, 2022 | Cloud ComputingContrastive Learning | CodeCode Available | 1 |
| FedEgo: Privacy-preserving Personalized Federated Graph Learning with Ego-graphs | Aug 29, 2022 | Federated LearningGraph Learning | CodeCode Available | 1 |
| Towards Federated Learning against Noisy Labels via Local Self-Regularization | Aug 25, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Joint Privacy Enhancement and Quantization in Federated Learning | Aug 23, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting | Aug 22, 2022 | Privacy Preserving | CodeCode Available | 1 |
| Practical Vertical Federated Learning with Unsupervised Representation Learning | Aug 13, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Privacy-Preserving Action Recognition via Motion Difference Quantization | Aug 4, 2022 | Action RecognitionPrivacy Preserving | CodeCode Available | 1 |
| Towards Privacy-Preserving, Real-Time and Lossless Feature Matching | Jul 30, 2022 | Face RecognitionImage Retrieval | CodeCode Available | 1 |
| Learnable Privacy-Preserving Anonymization for Pedestrian Images | Jul 24, 2022 | DecoderPerson Re-Identification | CodeCode Available | 1 |
| POET: Training Neural Networks on Tiny Devices with Integrated Rematerialization and Paging | Jul 15, 2022 | Privacy Preserving | CodeCode Available | 1 |
| FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification | Jun 28, 2022 | Contrastive LearningFederated Learning | CodeCode Available | 1 |
| FedNew: A Communication-Efficient and Privacy-Preserving Newton-Type Method for Federated Learning | Jun 17, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| A federated graph neural network framework for privacy-preserving personalization | Jun 2, 2022 | Federated LearningGraph Neural Network | CodeCode Available | 1 |
| Can Foundation Models Help Us Achieve Perfect Secrecy? | May 27, 2022 | Federated LearningIn-Context Learning | CodeCode Available | 1 |
| GeoPointGAN: Synthetic Spatial Data with Local Label Differential Privacy | May 18, 2022 | ManagementPrivacy Preserving | CodeCode Available | 1 |
| Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging | May 17, 2022 | Federated LearningMedical Image Analysis | CodeCode Available | 1 |
| Privacy-Preserving Model Upgrades with Bidirectional Compatible Training in Image Retrieval | Apr 29, 2022 | Image RetrievalPrivacy Preserving | CodeCode Available | 1 |
| Federated Learning on Heterogeneous and Long-Tailed Data via Classifier Re-Training with Federated Features | Apr 28, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation | Apr 14, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| FedCorr: Multi-Stage Federated Learning for Label Noise Correction | Apr 10, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Production of Categorical Data Verifying Differential Privacy: Conception and Applications to Machine Learning | Apr 2, 2022 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 |
| CTAB-GAN+: Enhancing Tabular Data Synthesis | Apr 1, 2022 | Privacy Preserving | CodeCode Available | 1 |
| Rethinking Portrait Matting with Privacy Preserving | Mar 31, 2022 | Domain GeneralizationImage Matting | CodeCode Available | 1 |
| Neural Inertial Localization | Mar 29, 2022 | Indoor LocalizationPrivacy Preserving | CodeCode Available | 1 |
| FedVLN: Privacy-preserving Federated Vision-and-Language Navigation | Mar 28, 2022 | Privacy PreservingVision and Language Navigation | CodeCode Available | 1 |
| Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation | Mar 17, 2022 | Entity EmbeddingsFederated Learning | CodeCode Available | 1 |
| OLIVE: Oblivious Federated Learning on Trusted Execution Environment against the risk of sparsification | Feb 15, 2022 | Federated LearningInference Attack | CodeCode Available | 1 |
| UA-FedRec: Untargeted Attack on Federated News Recommendation | Feb 14, 2022 | Federated LearningNews Recommendation | CodeCode Available | 1 |
| APPFL: Open-Source Software Framework for Privacy-Preserving Federated Learning | Feb 8, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Privacy-preserving Speech Emotion Recognition through Semi-Supervised Federated Learning | Feb 5, 2022 | Emotion RecognitionFederated Learning | CodeCode Available | 1 |
| Domain-Invariant Representation Learning from EEG with Private Encoders | Jan 27, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
