| Federated Learning over Wireless Networks: Convergence Analysis and Resource Allocation | Oct 29, 2019 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| Federated Learning with Diffusion Models for Privacy-Sensitive Vision Tasks | Nov 28, 2023 | Federated LearningImage Generation | 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 |
| Communication-Efficient Federated Learning with Binary Neural Networks | Oct 5, 2021 | BinarizationFederated Learning | CodeCode Available | 1 | 5 |
| Federated Few-Shot Learning for Mobile NLP | Dec 12, 2022 | Few-Shot LearningPrivacy 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 |
| Active Membership Inference Attack under Local Differential Privacy in Federated Learning | Feb 24, 2023 | Federated LearningInference Attack | 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 |
| A2XP: Towards Private Domain Generalization | Nov 17, 2023 | Domain GeneralizationPrivacy Preserving | CodeCode Available | 1 | 5 |
| Concentrated Differential Privacy: Simplifications, Extensions, and Lower Bounds | May 6, 2016 | Privacy 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 |
| 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 |
| EViT: Privacy-Preserving Image Retrieval via Encrypted Vision Transformer in Cloud Computing | Aug 31, 2022 | Cloud ComputingContrastive Learning | CodeCode Available | 1 | 5 |
| FedMatch: Federated Learning Over Heterogeneous Question Answering Data | Aug 11, 2021 | Federated LearningPrivacy 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 |
| FedNew: A Communication-Efficient and Privacy-Preserving Newton-Type Method for Federated Learning | Jun 17, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU | Apr 22, 2021 | BIG-bench Machine LearningCPU | 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 |
| FedCIA: Federated Collaborative Information Aggregation for Privacy-Preserving Recommendation | Apr 19, 2025 | Privacy Preserving | CodeCode Available | 1 | 5 |
| CTAB-GAN+: Enhancing Tabular Data Synthesis | Apr 1, 2022 | Privacy 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 |
| Data Valuation and Detections in Federated Learning | Nov 9, 2023 | Data ValuationFederated 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 |
| DCT-CryptoNets: Scaling Private Inference in the Frequency Domain | Aug 27, 2024 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Federated Domain Generalization With Generalization Adjustment | Jan 1, 2023 | Domain GeneralizationFairness | 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 |
| Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation | Sep 12, 2021 | Federated LearningNews Recommendation | CodeCode Available | 1 | 5 |
| A Distributed Trust Framework for Privacy-Preserving Machine Learning | Jun 3, 2020 | BIG-bench Machine LearningData Poisoning | 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 |
| 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 |
| Attack-Aware Noise Calibration for Differential Privacy | Jul 2, 2024 | Privacy PreservingSensitivity | 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 |
| Attacks on Image Encryption Schemes for Privacy-Preserving Deep Neural Networks | Apr 28, 2020 | BIG-bench Machine LearningPrivacy 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 |
| Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation | Mar 17, 2022 | Entity EmbeddingsFederated Learning | 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 |
| DPSUR: Accelerating Differentially Private Stochastic Gradient Descent Using Selective Update and Release | Nov 23, 2023 | Privacy 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 |
| Domain-Invariant Representation Learning from EEG with Private Encoders | Jan 27, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Dual Personalization on Federated Recommendation | Jan 16, 2023 | Privacy PreservingRecommendation Systems | CodeCode Available | 1 | 5 |
| Differentially Private Optimization on Large Model at Small Cost | Sep 30, 2022 | Privacy Preserving | CodeCode Available | 1 | 5 |
| Differential Privacy for Text Analytics via Natural Text Sanitization | Jun 2, 2021 | Language ModelingLanguage Modelling | 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 Privacy-Preserving Distributed Architecture for Deep-Learning-as-a-Service | Mar 30, 2020 | Deep LearningPrivacy Preserving | 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 |
| A Survey for Federated Learning Evaluations: Goals and Measures | Aug 23, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
| DistFL: Distribution-aware Federated Learning for Mobile Scenarios | Oct 22, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 | 5 |
