| A Distributed Trust Framework for Privacy-Preserving Machine Learning | Jun 3, 2020 | BIG-bench Machine LearningData Poisoning | CodeCode Available | 1 | 5 |
| BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain Activities | Jan 24, 2025 | Brain DecodingImage Reconstruction | 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 |
| Attack-Aware Noise Calibration for Differential Privacy | Jul 2, 2024 | Privacy PreservingSensitivity | 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 |
| Can Foundation Models Help Us Achieve Perfect Secrecy? | May 27, 2022 | Federated LearningIn-Context Learning | CodeCode Available | 1 | 5 |
| Federated Boosted Decision Trees with Differential Privacy | Oct 6, 2022 | Privacy Preserving | CodeCode Available | 1 | 5 |
| An Efficient Approach for Cross-Silo Federated Learning to Rank | Jun 21, 2021 | Federated LearningLearning-To-Rank | CodeCode Available | 1 | 5 |
| A2XP: Towards Private Domain Generalization | Nov 17, 2023 | Domain GeneralizationPrivacy Preserving | CodeCode Available | 1 | 5 |
| Emotionless: Privacy-Preserving Speech Analysis for Voice Assistants | Aug 9, 2019 | Emotion RecognitionPrivacy Preserving | CodeCode Available | 1 | 5 |
| Encryption-Friendly LLM Architecture | Oct 3, 2024 | Privacy Preserving | CodeCode Available | 1 | 5 |
| Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence | Nov 18, 2021 | COVID-19 DiagnosisDiagnostic | 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 |
| A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective | Nov 27, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Federated Learning with Label-Masking Distillation | Sep 20, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Concentrated Differential Privacy: Simplifications, Extensions, and Lower Bounds | May 6, 2016 | Privacy Preserving | CodeCode Available | 1 | 5 |
| A New Federated Learning Framework Against Gradient Inversion Attacks | Dec 10, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Collaborative Learning of Anomalies with Privacy (CLAP) for Unsupervised Video Anomaly Detection: A New Baseline | Apr 1, 2024 | Anomaly DetectionPrivacy Preserving | CodeCode Available | 1 | 5 |
| Communication-Efficient and Privacy-Preserving Feature-based Federated Transfer Learning | Sep 12, 2022 | Federated Learningimage-classification | CodeCode Available | 1 | 5 |
| Exploring Federated Unlearning: Review, Comparison, and Insights | Oct 30, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Federated Recommendation via Hybrid Retrieval Augmented Generation | Mar 7, 2024 | HallucinationPrivacy Preserving | CodeCode Available | 1 | 5 |
| COMODO: Cross-Modal Video-to-IMU Distillation for Efficient Egocentric Human Activity Recognition | Mar 10, 2025 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 1 | 5 |
| A Survey for Federated Learning Evaluations: Goals and Measures | Aug 23, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Anomaly-Flow: A Multi-domain Federated Generative Adversarial Network for Distributed Denial-of-Service Detection | Mar 18, 2025 | Federated LearningGenerative Adversarial Network | CodeCode Available | 1 | 5 |
| Adversarially-Guided Portrait Matting | May 4, 2023 | Image MattingPrivacy Preserving | 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 |
| Fed-MUnet: Multi-modal Federated Unet for Brain Tumor Segmentation | Sep 2, 2024 | Brain Tumor SegmentationFederated Learning | 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 |
| ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing | Jun 8, 2020 | CPUFederated Learning | CodeCode Available | 1 | 5 |
| Adversarial Privacy Preserving Graph Embedding against Inference Attack | Aug 30, 2020 | Graph EmbeddingInference Attack | CodeCode Available | 1 | 5 |
| Position: Considerations for Differentially Private Learning with Large-Scale Public Pretraining | Dec 13, 2022 | PositionPrivacy 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 |
| DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation | Mar 20, 2021 | Dimensionality ReductionNavigate | CodeCode Available | 1 | 5 |
| A Comprehensive Survey of Synthetic Tabular Data Generation | Apr 23, 2025 | Privacy PreservingSurvey | 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 |
| Cross-Silo Prototypical Calibration for Federated Learning with Non-IID Data | Aug 7, 2023 | Contrastive LearningFederated Learning | CodeCode Available | 1 | 5 |
| CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU | Apr 22, 2021 | BIG-bench Machine LearningCPU | CodeCode Available | 1 | 5 |
| CSI-Bench: A Large-Scale In-the-Wild Dataset for Multi-task WiFi Sensing | May 28, 2025 | Multi-Task LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| CTAB-GAN+: Enhancing Tabular Data Synthesis | Apr 1, 2022 | 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 |
| Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation | Sep 12, 2021 | Federated LearningNews Recommendation | CodeCode Available | 1 | 5 |
| GeoPointGAN: Synthetic Spatial Data with Local Label Differential Privacy | May 18, 2022 | ManagementPrivacy 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 |
| A Platform for the Biomedical Application of Large Language Models | May 10, 2023 | BenchmarkingPrivacy Preserving | CodeCode Available | 1 | 5 |
| APPFL: Open-Source Software Framework for Privacy-Preserving Federated Learning | Feb 8, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| APPFLx: Providing Privacy-Preserving Cross-Silo Federated Learning as a Service | Aug 17, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| HETAL: Efficient Privacy-preserving Transfer Learning with Homomorphic Encryption | Mar 21, 2024 | Privacy PreservingTransfer Learning | 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 |
