| FedVLN: Privacy-preserving Federated Vision-and-Language Navigation | Mar 28, 2022 | Privacy PreservingVision and Language Navigation | CodeCode Available | 1 | 5 |
| Federated Recommendation via Hybrid Retrieval Augmented Generation | Mar 7, 2024 | HallucinationPrivacy Preserving | CodeCode Available | 1 | 5 |
| Position: Considerations for Differentially Private Learning with Large-Scale Public Pretraining | Dec 13, 2022 | PositionPrivacy Preserving | CodeCode Available | 1 | 5 |
| DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation | Mar 20, 2021 | Dimensionality ReductionNavigate | CodeCode Available | 1 | 5 |
| FedSSA: Semantic Similarity-based Aggregation for Efficient Model-Heterogeneous Personalized Federated Learning | Dec 14, 2023 | Computational EfficiencyFederated Learning | CodeCode Available | 1 | 5 |
| FedTP: Federated Learning by Transformer Personalization | Nov 3, 2022 | Federated LearningPersonalized Federated Learning | CodeCode Available | 1 | 5 |
| Fully Homomorphically Encrypted Deep Learning as a Service | Jul 26, 2021 | Deep LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification | Jun 28, 2022 | Contrastive LearningFederated Learning | CodeCode Available | 1 | 5 |
| FedNew: A Communication-Efficient and Privacy-Preserving Newton-Type Method for Federated Learning | Jun 17, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Fed-MUnet: Multi-modal Federated Unet for Brain Tumor Segmentation | Sep 2, 2024 | Brain Tumor SegmentationFederated Learning | CodeCode Available | 1 | 5 |
| FedNoRo: Towards Noise-Robust Federated Learning by Addressing Class Imbalance and Label Noise Heterogeneity | May 9, 2023 | Federated LearningKnowledge Distillation | CodeCode Available | 1 | 5 |
| FedSim: Similarity guided model aggregation for Federated Learning | Nov 2, 2021 | Federated Learningmodel | CodeCode Available | 1 | 5 |
| Fedlearn-Algo: A flexible open-source privacy-preserving machine learning platform | Jul 8, 2021 | BIG-bench Machine LearningBinary Classification | CodeCode Available | 1 | 5 |
| Fed-TGAN: Federated Learning Framework for Synthesizing Tabular Data | Aug 18, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Attacks on Image Encryption Schemes for Privacy-Preserving Deep Neural Networks | Apr 28, 2020 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| FLASHE: Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning | Sep 2, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| FedMatch: Federated Learning Over Heterogeneous Question Answering Data | Aug 11, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| A Survey for Federated Learning Evaluations: Goals and Measures | Aug 23, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Exploring Federated Unlearning: Review, Comparison, and Insights | Oct 30, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Generalizable Heterogeneous Federated Cross-Correlation and Instance Similarity Learning | Sep 28, 2023 | Domain GeneralizationFederated Learning | 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 |
| Can Foundation Models Help Us Achieve Perfect Secrecy? | May 27, 2022 | Federated LearningIn-Context Learning | CodeCode Available | 1 | 5 |
| Attack-Aware Noise Calibration for Differential Privacy | Jul 2, 2024 | Privacy PreservingSensitivity | CodeCode Available | 1 | 5 |
| Can We Use Split Learning on 1D CNN Models for Privacy Preserving Training? | Mar 16, 2020 | Privacy Preserving | CodeCode Available | 1 | 5 |
| FedHCDR: Federated Cross-Domain Recommendation with Hypergraph Signal Decoupling | Mar 5, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 1 | 5 |
| FedSIS: Federated Split Learning with Intermediate Representation Sampling for Privacy-preserving Generalized Face Presentation Attack Detection | Aug 20, 2023 | Domain GeneralizationFace Presentation Attack Detection | CodeCode Available | 1 | 5 |
| CipherPrune: Efficient and Scalable Private Transformer Inference | Feb 24, 2025 | Privacy Preserving | CodeCode Available | 1 | 5 |
| Gradient-Leakage Resilient Federated Learning | Jul 2, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Language-Guided Transformer for Federated Multi-Label Classification | Dec 12, 2023 | ClassificationFederated Learning | CodeCode Available | 1 | 5 |
| On the Utility Gain of Iterative Bayesian Update for Locally Differentially Private Mechanisms | Jul 15, 2023 | Privacy Preserving | CodeCode Available | 1 | 5 |
| ID-Booth: Identity-consistent Face Generation with Diffusion Models | Apr 10, 2025 | DenoisingDiversity | CodeCode Available | 1 | 5 |
| PromptEHR: Conditional Electronic Healthcare Records Generation with Prompt Learning | Oct 11, 2022 | AttributeImputation | 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 |
| Federated Split GANs | Jul 4, 2022 | AttributePrivacy Preserving | CodeCode Available | 0 | 5 |
| Federated Spectral Graph Transformers Meet Neural Ordinary Differential Equations for Non-IID Graphs | Apr 16, 2025 | Federated LearningFraud Detection | CodeCode Available | 0 | 5 |
| Federated Stain Normalization for Computational Pathology | Sep 29, 2022 | DiversityFederated Learning | CodeCode Available | 0 | 5 |
| FedPCL-CDR: A Federated Prototype-based Contrastive Learning Framework for Privacy-Preserving Cross-domain Recommendation | Sep 5, 2024 | Contrastive LearningFederated Learning | CodeCode Available | 0 | 5 |
| Federated Semantic Learning for Privacy-preserving Cross-domain Recommendation | Mar 29, 2025 | Privacy PreservingRecommendation Systems | CodeCode Available | 0 | 5 |
| Federated Survival Forests | Feb 6, 2023 | Federated LearningMissing Values | CodeCode Available | 0 | 5 |
| Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces | Dec 2, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 0 | 5 |
| A Hybrid Deep Learning Architecture for Privacy-Preserving Mobile Analytics | Mar 8, 2017 | Deep LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| ARIA: On the Interaction Between Architectures, Initialization and Aggregation Methods for Federated Visual Classification | Nov 24, 2023 | Federated Learningimage-classification | CodeCode Available | 0 | 5 |
| A Hybrid Approach to Privacy-Preserving Federated Learning | Dec 7, 2018 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 0 | 5 |
| Federated Learning for Time-Series Healthcare Sensing with Incomplete Modalities | May 20, 2024 | Computational EfficiencyFederated Learning | CodeCode Available | 0 | 5 |
| Federated Causal Inference from Observational Data | Aug 24, 2023 | Causal InferenceFederated Learning | CodeCode Available | 0 | 5 |
| Federated Learning in Chemical Engineering: A Tutorial on a Framework for Privacy-Preserving Collaboration Across Distributed Data Sources | Nov 23, 2024 | Data IntegrationDrug Discovery | CodeCode Available | 0 | 5 |
| 1-Diffractor: Efficient and Utility-Preserving Text Obfuscation Leveraging Word-Level Metric Differential Privacy | May 2, 2024 | Privacy PreservingWord Embeddings | CodeCode Available | 0 | 5 |
| A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection | Jul 23, 2019 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 0 | 5 |
| Federated Learning with Reduced Information Leakage and Computation | Oct 10, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| Federated Unlearning Made Practical: Seamless Integration via Negated Pseudo-Gradients | Apr 8, 2025 | Federated Learningimage-classification | CodeCode Available | 0 | 5 |
