| FedSim: Similarity guided model aggregation for Federated Learning | Nov 2, 2021 | Federated Learningmodel | CodeCode Available | 1 | 5 |
| FedTP: Federated Learning by Transformer Personalization | Nov 3, 2022 | Federated LearningPersonalized Federated Learning | CodeCode Available | 1 | 5 |
| Federated Learning with Spiking Neural Networks | Jun 11, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Federated Few-Shot Learning for Mobile NLP | Dec 12, 2022 | Few-Shot 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 |
| Fed-MUnet: Multi-modal Federated Unet for Brain Tumor Segmentation | Sep 2, 2024 | Brain Tumor SegmentationFederated 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 |
| FedMatch: Federated Learning Over Heterogeneous Question Answering Data | Aug 11, 2021 | Federated LearningPrivacy Preserving | 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 |
| FedNoRo: Towards Noise-Robust Federated Learning by Addressing Class Imbalance and Label Noise Heterogeneity | May 9, 2023 | Federated LearningKnowledge Distillation | CodeCode Available | 1 | 5 |
| FedFly: Towards Migration in Edge-based Distributed Federated Learning | Nov 2, 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 |
| BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain Activities | Jan 24, 2025 | Brain DecodingImage Reconstruction | CodeCode Available | 1 | 5 |
| Defending against Backdoors in Federated Learning with Robust Learning Rate | Jul 7, 2020 | Backdoor AttackFederated Learning | 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 |
| FedSSA: Semantic Similarity-based Aggregation for Efficient Model-Heterogeneous Personalized Federated Learning | Dec 14, 2023 | Computational EfficiencyFederated Learning | CodeCode Available | 1 | 5 |
| FedVLN: Privacy-preserving Federated Vision-and-Language Navigation | Mar 28, 2022 | Privacy PreservingVision and Language Navigation | CodeCode Available | 1 | 5 |
| A Survey for Federated Learning Evaluations: Goals and Measures | Aug 23, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Attack-Aware Noise Calibration for Differential Privacy | Jul 2, 2024 | Privacy PreservingSensitivity | CodeCode Available | 1 | 5 |
| Federated Transfer Learning for EEG Signal Classification | Apr 26, 2020 | ClassificationDomain Adaptation | CodeCode Available | 1 | 5 |
| FedHCDR: Federated Cross-Domain Recommendation with Hypergraph Signal Decoupling | Mar 5, 2024 | Contrastive LearningData Augmentation | 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 |
| Can Foundation Models Help Us Achieve Perfect Secrecy? | May 27, 2022 | Federated LearningIn-Context Learning | CodeCode Available | 1 | 5 |
| Can LLMs Keep a Secret? Testing Privacy Implications of Language Models via Contextual Integrity Theory | Oct 27, 2023 | Privacy 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 |
| Generative Autoregressive Transformers for Model-Agnostic Federated MRI Reconstruction | Feb 6, 2025 | Federated LearningMRI Reconstruction | CodeCode Available | 1 | 5 |
| CipherPrune: Efficient and Scalable Private Transformer Inference | Feb 24, 2025 | Privacy Preserving | CodeCode Available | 1 | 5 |
| Key-Nets: Optical Transformation Convolutional Networks for Privacy Preserving Vision Sensors | Aug 11, 2020 | BIG-bench Machine LearningFace Identification | 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 |
| Communication-Efficient Federated Learning with Binary Neural Networks | Oct 5, 2021 | BinarizationFederated Learning | CodeCode Available | 1 | 5 |
| Heterogeneous Graph Neural Network for Privacy-Preserving Recommendation | Oct 2, 2022 | Graph Neural NetworkPrivacy Preserving | CodeCode Available | 1 | 5 |
| How Privacy-Preserving are Line Clouds? Recovering Scene Details from 3D Lines | Mar 8, 2021 | Camera Pose EstimationPose Estimation | 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 |
| Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces | Dec 2, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 0 | 5 |
| Federated Learning with Reduced Information Leakage and Computation | Oct 10, 2023 | Federated LearningPrivacy Preserving | 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 for Time-Series Healthcare Sensing with Incomplete Modalities | May 20, 2024 | Computational EfficiencyFederated Learning | 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 Privacy-Preserving Feedforward Control in Multi-Agent Systems | Mar 4, 2025 | Autonomous DrivingFederated 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 |
| Federated Causal Inference from Observational Data | Aug 24, 2023 | Causal InferenceFederated Learning | CodeCode Available | 0 | 5 |
| Federated Learning for Clinical Structured Data: A Benchmark Comparison of Engineering and Statistical Approaches | Nov 6, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| Federated Frank-Wolfe Algorithm | Aug 19, 2024 | Federated LearningPrivacy Preserving | 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 |
| Federated Gaussian Process: Convergence, Automatic Personalization and Multi-fidelity Modeling | Nov 28, 2021 | Privacy Preserving | 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 |
| Position: On-Premises LLM Deployment Demands a Middle Path: Preserving Privacy Without Sacrificing Model Confidentiality | Oct 15, 2024 | PositionPrivacy Preserving | CodeCode Available | 0 | 5 |
| Arbitrary Decisions are a Hidden Cost of Differentially Private Training | Feb 28, 2023 | Privacy Preserving | CodeCode Available | 0 | 5 |
