| Efficient privacy-preserving inference for convolutional neural networks | Oct 15, 2021 | Privacy Preserving | —Unverified | 0 |
| FedSEAL: Semi-Supervised Federated Learning with Self-Ensemble Learning and Negative Learning | Oct 15, 2021 | Ensemble LearningFederated Learning | —Unverified | 0 |
| Infinitely Divisible Noise in the Low Privacy Regime | Oct 13, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Not all noise is accounted equally: How differentially private learning benefits from large sampling rates | Oct 12, 2021 | AllPrivacy Preserving | CodeCode Available | 0 |
| Federated Phish Bowl: LSTM-Based Decentralized Phishing Email Detection | Oct 12, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Sharing FANCI Features: A Privacy Analysis of Feature Extraction for DGA Detection | Oct 12, 2021 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |
| Homogeneous Learning: Self-Attention Decentralized Deep Learning | Oct 11, 2021 | Deep LearningFederated Learning | CodeCode Available | 0 |
| MilliTRACE-IR: Contact Tracing and Temperature Screening via mm-Wave and Infrared Sensing | Oct 8, 2021 | Person Re-IdentificationPrivacy Preserving | —Unverified | 0 |
| Aura: Privacy-preserving Augmentation to Improve Test Set Diversity in Speech Enhancement | Oct 8, 2021 | DiversityPrivacy Preserving | CodeCode Available | 0 |
| GaitPrivacyON: Privacy-Preserving Mobile Gait Biometrics using Unsupervised Learning | Oct 8, 2021 | Privacy Preserving | —Unverified | 0 |
| Complex-valued Federated Learning with Differential Privacy and MRI Applications | Oct 7, 2021 | Federated LearningMRI Reconstruction | —Unverified | 0 |
| Neural Tangent Kernel Empowered Federated Learning | Oct 7, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Secure Byzantine-Robust Distributed Learning via Clustering | Oct 6, 2021 | ClusteringFederated Learning | —Unverified | 0 |
| Multi-Trigger-Key: Towards Multi-Task Privacy Preserving In Deep Learning | Oct 6, 2021 | Privacy Preserving | —Unverified | 0 |
| Scalable Multi-Agent Reinforcement Learning for Residential Load Scheduling under Data Governance | Oct 6, 2021 | Multi-agent Reinforcement LearningPrivacy Preserving | —Unverified | 0 |
| FedDQ: Communication-Efficient Federated Learning with Descending Quantization | Oct 5, 2021 | Federated LearningModel Compression | —Unverified | 0 |
| Distributed Privacy-Preserving Electric Vehicle Charging Control Based on Secret Sharing | Oct 5, 2021 | Distributed OptimizationManagement | —Unverified | 0 |
| Dirichlet Mechanism for Differentially Private KL Divergence Minimization | Oct 3, 2021 | Privacy Preserving | CodeCode Available | 0 |
| One-Bit Matrix Completion with Differential Privacy | Oct 2, 2021 | Collaborative FilteringMatrix Completion | —Unverified | 0 |
| A Privacy-preserving Distributed Training Framework for Cooperative Multi-agent Deep Reinforcement Learning | Sep 30, 2021 | Deep Reinforcement LearningPrivacy Preserving | —Unverified | 0 |
| Practical and Private Heterogeneous Federated Learning | Sep 29, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Demystifying Hyperparameter Optimization in Federated Learning | Sep 29, 2021 | Federated LearningHyperparameter Optimization | —Unverified | 0 |
| Distributed Optimal Allocation with Quantized Communication and Privacy-Preserving Guarantees | Sep 29, 2021 | Privacy Preserving | —Unverified | 0 |
| Privacy-preserving Task-Agnostic Vision Transformer for Image Processing | Sep 29, 2021 | Multi-Task LearningPrivacy Preserving | CodeCode Available | 0 |
| Towards Communication-Efficient and Privacy-Preserving Federated Representation Learning | Sep 29, 2021 | Contrastive LearningFederated Learning | —Unverified | 0 |
| Larger Model Causes Lower Classification Accuracy Under Differential Privacy: Reason and Solution | Sep 29, 2021 | Privacy Preserving | —Unverified | 0 |
| Multi-Trigger-Key: Towards Multi-Task Privacy-Preserving In Deep Learning | Sep 29, 2021 | AttributeDeep Learning | —Unverified | 0 |
| Secure Multi-Party Computation based Privacy Preserving Data Analysis in Healthcare IoT Systems | Sep 29, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Fairness-Driven Private Collaborative Machine Learning | Sep 29, 2021 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Federated Contrastive Learning for Privacy-Preserving Unpaired Image-to-Image Translation | Sep 29, 2021 | Contrastive LearningImage-to-Image Translation | —Unverified | 0 |
| Privacy-Preserving Stealthy Attack Detection in Multi-Agent Control Systems | Sep 28, 2021 | Privacy Preserving | —Unverified | 0 |
| Federated Deep Learning with Bayesian Privacy | Sep 27, 2021 | Deep LearningFederated Learning | —Unverified | 0 |
| MixNN: Protection of Federated Learning Against Inference Attacks by Mixing Neural Network Layers | Sep 26, 2021 | AttributeFederated Learning | —Unverified | 0 |
| AsySQN: Faster Vertical Federated Learning Algorithms with Better Computation Resource Utilization | Sep 26, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning | Sep 24, 2021 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Morse-STF: Improved Protocols for Privacy-Preserving Machine Learning | Sep 24, 2021 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |
| Physical Layer Anonymous Precoding: The Path to Privacy-Preserving Communications | Sep 18, 2021 | Cloud ComputingPrivacy Preserving | —Unverified | 0 |
| Releasing Graph Neural Networks with Differential Privacy Guarantees | Sep 18, 2021 | Knowledge DistillationPrivacy Preserving | CodeCode Available | 0 |
| Achieving Model Fairness in Vertical Federated Learning | Sep 17, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| SaCoFa: Semantics-aware Control-flow Anonymization for Process Mining | Sep 17, 2021 | Privacy Preserving | CodeCode Available | 0 |
| A Fairness Analysis on Private Aggregation of Teacher Ensembles | Sep 17, 2021 | FairnessPrivacy Preserving | —Unverified | 0 |
| Reinforcement Learning on Encrypted Data | Sep 16, 2021 | Privacy Preservingreinforcement-learning | —Unverified | 0 |
| AMI-FML: A Privacy-Preserving Federated Machine Learning Framework for AMI | Sep 13, 2021 | BIG-bench Machine Learningenergy management | —Unverified | 0 |
| Federated Ensemble Model-based Reinforcement Learning in Edge Computing | Sep 12, 2021 | Autonomous Drivingcontinuous-control | —Unverified | 0 |
| Uni-FedRec: A Unified Privacy-Preserving News Recommendation Framework for Model Training and Online Serving | Sep 11, 2021 | News GenerationNews Recommendation | —Unverified | 0 |
| Towards Efficient Synchronous Federated Training: A Survey on System Optimization Strategies | Sep 9, 2021 | BenchmarkingFederated Learning | CodeCode Available | 0 |
| A Privacy-Preserving Image Retrieval Scheme Using A Codebook Generated From Independent Plain-Image Dataset | Sep 4, 2021 | Image RetrievalPrivacy Preserving | —Unverified | 0 |
| Robust Privacy-Preserving Motion Detection and Object Tracking in Encrypted Streaming Video | Aug 30, 2021 | Motion DetectionMoving Object Detection | —Unverified | 0 |
| Privacy-preserving Machine Learning for Medical Image Classification | Aug 29, 2021 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| CAPE: Context-Aware Private Embeddings for Private Language Learning | Aug 27, 2021 | intent-classificationIntent Classification | CodeCode Available | 0 |