| Differentially Private Optimization on Large Model at Small Cost | Sep 30, 2022 | Privacy Preserving | CodeCode Available | 1 |
| FedCIA: Federated Collaborative Information Aggregation for Privacy-Preserving Recommendation | Apr 19, 2025 | Privacy Preserving | CodeCode Available | 1 |
| FedDefender: Backdoor Attack Defense in Federated Learning | Jul 2, 2023 | Backdoor AttackData Poisoning | CodeCode Available | 1 |
| FedEgo: Privacy-preserving Personalized Federated Graph Learning with Ego-graphs | Aug 29, 2022 | Federated LearningGraph Learning | CodeCode Available | 1 |
| Federated Boosted Decision Trees with Differential Privacy | Oct 6, 2022 | Privacy Preserving | CodeCode Available | 1 |
| Federated Domain Generalization With Generalization Adjustment | Jan 1, 2023 | Domain GeneralizationFairness | CodeCode Available | 1 |
| Active Membership Inference Attack under Local Differential Privacy in Federated Learning | Feb 24, 2023 | Federated LearningInference Attack | CodeCode Available | 1 |
| Federated Learning for Generalization, Robustness, Fairness: A Survey and Benchmark | Nov 12, 2023 | FairnessFederated Learning | CodeCode Available | 1 |
| DistFL: Distribution-aware Federated Learning for Mobile Scenarios | Oct 22, 2021 | Federated LearningPrivacy 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 |
| Federated Learning with Quantum Computing and Fully Homomorphic Encryption: A Novel Computing Paradigm Shift in Privacy-Preserving ML | Sep 14, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Federated Learning with Spiking Neural Networks | Jun 11, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Federated nnU-Net for Privacy-Preserving Medical Image Segmentation | Mar 4, 2025 | Federated LearningImage Segmentation | CodeCode Available | 1 |
| Federated PCA on Grassmann Manifold for Anomaly Detection in IoT Networks | Dec 23, 2022 | Anomaly DetectionPrivacy Preserving | CodeCode Available | 1 |
| FedFly: Towards Migration in Edge-based Distributed Federated Learning | Nov 2, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| EchoNet-Synthetic: Privacy-preserving Video Generation for Safe Medical Data Sharing | Jun 2, 2024 | De-identificationPrivacy Preserving | CodeCode Available | 1 |
| DeceFL: A Principled Decentralized Federated Learning Framework | Jul 15, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| FedMatch: Federated Learning Over Heterogeneous Question Answering Data | Aug 11, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Defending against Backdoors in Federated Learning with Robust Learning Rate | Jul 7, 2020 | Backdoor AttackFederated Learning | CodeCode Available | 1 |
| FedIIC: Towards Robust Federated Learning for Class-Imbalanced Medical Image Classification | Jun 28, 2022 | Contrastive LearningFederated Learning | CodeCode Available | 1 |
| FedSim: Similarity guided model aggregation for Federated Learning | Nov 2, 2021 | Federated Learningmodel | CodeCode Available | 1 |
| 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 |
| A New Federated Learning Framework Against Gradient Inversion Attacks | Dec 10, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| FedTP: Federated Learning by Transformer Personalization | Nov 3, 2022 | Federated LearningPersonalized Federated Learning | CodeCode Available | 1 |
| FLASHE: Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning | Sep 2, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Data Valuation and Detections in Federated Learning | Nov 9, 2023 | Data ValuationFederated Learning | CodeCode Available | 1 |
| A Distributed Trust Framework for Privacy-Preserving Machine Learning | Jun 3, 2020 | BIG-bench Machine LearningData Poisoning | CodeCode Available | 1 |
| DCT-CryptoNets: Scaling Private Inference in the Frequency Domain | Aug 27, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| CSI-Bench: A Large-Scale In-the-Wild Dataset for Multi-task WiFi Sensing | May 28, 2025 | Multi-Task LearningPrivacy Preserving | CodeCode Available | 1 |
| CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU | Apr 22, 2021 | BIG-bench Machine LearningCPU | CodeCode Available | 1 |
| CTAB-GAN+: Enhancing Tabular Data Synthesis | Apr 1, 2022 | Privacy Preserving | CodeCode Available | 1 |
| Concentrated Differential Privacy: Simplifications, Extensions, and Lower Bounds | May 6, 2016 | Privacy Preserving | CodeCode Available | 1 |
| Communication-Efficient Federated Learning with Binary Neural Networks | Oct 5, 2021 | BinarizationFederated Learning | CodeCode Available | 1 |
| Position: Considerations for Differentially Private Learning with Large-Scale Public Pretraining | Dec 13, 2022 | PositionPrivacy Preserving | CodeCode Available | 1 |
| DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation | Mar 20, 2021 | Dimensionality ReductionNavigate | CodeCode Available | 1 |
| Differentially Private Bias-Term Fine-tuning of Foundation Models | Sep 30, 2022 | Privacy Preserving | CodeCode Available | 1 |
| CATS: Conditional Adversarial Trajectory Synthesis for Privacy-Preserving Trajectory Data Publication Using Deep Learning Approaches | Sep 20, 2023 | EthicsGraph Matching | CodeCode Available | 1 |
| Can We Use Split Learning on 1D CNN Models for Privacy Preserving Training? | Mar 16, 2020 | Privacy Preserving | CodeCode Available | 1 |
| Can Foundation Models Help Us Achieve Perfect Secrecy? | May 27, 2022 | Federated LearningIn-Context Learning | CodeCode Available | 1 |
| BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain Activities | Jan 24, 2025 | Brain DecodingImage Reconstruction | CodeCode Available | 1 |
| Can LLMs Keep a Secret? Testing Privacy Implications of Language Models via Contextual Integrity Theory | Oct 27, 2023 | Privacy Preserving | CodeCode Available | 1 |
| CipherPrune: Efficient and Scalable Private Transformer Inference | Feb 24, 2025 | Privacy Preserving | CodeCode Available | 1 |
| Attacks on Image Encryption Schemes for Privacy-Preserving Deep Neural Networks | Apr 28, 2020 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 |
| Communication-Efficient and Privacy-Preserving Feature-based Federated Transfer Learning | Sep 12, 2022 | Federated Learningimage-classification | CodeCode Available | 1 |
| COMODO: Cross-Modal Video-to-IMU Distillation for Efficient Egocentric Human Activity Recognition | Mar 10, 2025 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 1 |
| Attack-Aware Noise Calibration for Differential Privacy | Jul 2, 2024 | Privacy PreservingSensitivity | CodeCode Available | 1 |
| Continual atlas-based segmentation of prostate MRI | Nov 1, 2023 | Continual Learningimage-classification | CodeCode Available | 1 |
| Cross-Silo Prototypical Calibration for Federated Learning with Non-IID Data | Aug 7, 2023 | Contrastive LearningFederated Learning | CodeCode Available | 1 |
| CryptoNN: Training Neural Networks over Encrypted Data | Apr 15, 2019 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 |
| 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 |