| A federated graph neural network framework for privacy-preserving personalization | Jun 2, 2022 | Federated LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Differentially Private Federated Learning: A Client Level Perspective | Dec 20, 2017 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Differentially Private Federated Knowledge Graphs Embedding | May 17, 2021 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 | 5 |
| Attack-Aware Noise Calibration for Differential Privacy | Jul 2, 2024 | Privacy PreservingSensitivity | CodeCode Available | 1 | 5 |
| ECG-Image-Kit: A Synthetic Image Generation Toolbox to Facilitate Deep Learning-Based Electrocardiogram Digitization | Jul 4, 2023 | Data AugmentationDecision Making | CodeCode Available | 1 | 5 |
| OLIVE: Oblivious Federated Learning on Trusted Execution Environment against the risk of sparsification | Feb 15, 2022 | Federated LearningInference Attack | CodeCode Available | 1 | 5 |
| Federated Boosted Decision Trees with Differential Privacy | Oct 6, 2022 | Privacy Preserving | CodeCode Available | 1 | 5 |
| DPSUR: Accelerating Differentially Private Stochastic Gradient Descent Using Selective Update and Release | Nov 23, 2023 | Privacy Preserving | CodeCode Available | 1 | 5 |
| A Privacy-Preserving Distributed Architecture for Deep-Learning-as-a-Service | Mar 30, 2020 | Deep LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Overcoming Barriers to Data Sharing with Medical Image Generation: A Comprehensive Evaluation | Nov 29, 2020 | Computed Tomography (CT)Image Generation | CodeCode Available | 1 | 5 |
| Differential Privacy for Text Analytics via Natural Text Sanitization | Jun 2, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| PrivLM-Bench: A Multi-level Privacy Evaluation Benchmark for Language Models | Nov 7, 2023 | Privacy Preserving | CodeCode Available | 1 | 5 |
| DistFL: Distribution-aware Federated Learning for Mobile Scenarios | Oct 22, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Performance Optimization for Federated Person Re-identification via Benchmark Analysis | Aug 26, 2020 | Federated LearningKnowledge Distillation | CodeCode Available | 1 | 5 |
| Active Membership Inference Attack under Local Differential Privacy in Federated Learning | Feb 24, 2023 | Federated LearningInference Attack | CodeCode Available | 1 | 5 |
| Federated Learning for Computational Pathology on Gigapixel Whole Slide Images | Sep 21, 2020 | Deep LearningDiagnostic | CodeCode Available | 1 | 5 |
| Federated Learning with Label-Masking Distillation | Sep 20, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Domain-Invariant Representation Learning from EEG with Private Encoders | Jan 27, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| A Privacy-Preserving Hybrid Federated Learning Framework for Financial Crime Detection | Feb 7, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting | Aug 22, 2022 | Privacy Preserving | CodeCode Available | 1 | 5 |
| DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer | Nov 27, 2023 | In-Context LearningLanguage Modeling | CodeCode Available | 1 | 5 |
| PrivacyFL: A simulator for privacy-preserving and secure federated learning | Feb 19, 2020 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective | Nov 27, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| A Survey on Privacy in Graph Neural Networks: Attacks, Preservation, and Applications | Aug 31, 2023 | Privacy Preserving | CodeCode Available | 1 | 5 |
| EchoNet-Synthetic: Privacy-preserving Video Generation for Safe Medical Data Sharing | Jun 2, 2024 | De-identificationPrivacy Preserving | CodeCode Available | 1 | 5 |
| EasyFL: A Low-code Federated Learning Platform For Dummies | May 17, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Asymmetric Private Set Intersection with Applications to Contact Tracing and Private Vertical Federated Machine Learning | Nov 18, 2020 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation | Mar 17, 2022 | Entity EmbeddingsFederated Learning | CodeCode Available | 1 | 5 |
| Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation | Sep 12, 2021 | Federated LearningNews Recommendation | CodeCode Available | 1 | 5 |
| FedDCSR: Federated Cross-domain Sequential Recommendation via Disentangled Representation Learning | Sep 15, 2023 | Data AugmentationDisentanglement | CodeCode Available | 1 | 5 |
| FedDefender: Backdoor Attack Defense in Federated Learning | Jul 2, 2023 | Backdoor AttackData Poisoning | CodeCode Available | 1 | 5 |
| FedEgo: Privacy-preserving Personalized Federated Graph Learning with Ego-graphs | Aug 29, 2022 | Federated LearningGraph Learning | CodeCode Available | 1 | 5 |
| Privacy-Preserving In-Context Learning with Differentially Private Few-Shot Generation | Sep 21, 2023 | In-Context LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Privacy-Preserving Model Upgrades with Bidirectional Compatible Training in Image Retrieval | Apr 29, 2022 | Image RetrievalPrivacy Preserving | CodeCode Available | 1 | 5 |
| Privacy-preserving Speech Emotion Recognition through Semi-Supervised Federated Learning | Feb 5, 2022 | Emotion RecognitionFederated Learning | CodeCode Available | 1 | 5 |
| A Survey for Federated Learning Evaluations: Goals and Measures | Aug 23, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Privacy-preserving Traffic Flow Prediction: A Federated Learning Approach | Mar 19, 2020 | ClusteringFederated Learning | CodeCode Available | 1 | 5 |
| Exploring Federated Unlearning: Review, Comparison, and Insights | Oct 30, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation | Apr 14, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| EViT: Privacy-Preserving Image Retrieval via Encrypted Vision Transformer in Cloud Computing | Aug 31, 2022 | Cloud ComputingContrastive Learning | CodeCode Available | 1 | 5 |
| Production of Categorical Data Verifying Differential Privacy: Conception and Applications to Machine Learning | Apr 2, 2022 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Exploring Pose-Based Anomaly Detection for Retail Security: A Real-World Shoplifting Dataset and Benchmark | Jan 11, 2025 | Anomaly DetectionPose-based Anomaly Detection | CodeCode Available | 1 | 5 |
| Extracting Training Data from Diffusion Models | Jan 30, 2023 | Privacy Preserving | CodeCode Available | 1 | 5 |
| Exploring the Vulnerabilities of Federated Learning: A Deep Dive into Gradient Inversion Attacks | Mar 13, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Protecting Sensory Data against Sensitive Inferences | Feb 21, 2018 | Activity RecognitionAttribute | CodeCode Available | 1 | 5 |
| ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing | Jun 8, 2020 | CPUFederated Learning | CodeCode Available | 1 | 5 |
| Fast Federated Learning by Balancing Communication Trade-Offs | May 23, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation Noise | Dec 20, 2023 | Federated LearningImage Segmentation | CodeCode Available | 1 | 5 |
| Reliable Generation of Privacy-preserving Synthetic Electronic Health Record Time Series via Diffusion Models | Oct 23, 2023 | De-identificationDenoising | CodeCode Available | 1 | 5 |
| A Survey of Privacy-Preserving Model Explanations: Privacy Risks, Attacks, and Countermeasures | Mar 31, 2024 | Privacy PreservingSurvey | CodeCode Available | 1 | 5 |