| CrowdGuard: Federated Backdoor Detection in Federated Learning | Oct 14, 2022 | Federated LearningOutlier Detection | CodeCode Available | 0 |
| Mitigating Unintended Memorization in Language Models via Alternating Teaching | Oct 13, 2022 | MemorizationPrivacy Preserving | —Unverified | 0 |
| An Ensemble Teacher-Student Learning Approach with Poisson Sub-sampling to Differential Privacy Preserving Speech Recognition | Oct 12, 2022 | Ensemble LearningPrivacy Preserving | —Unverified | 0 |
| Differentially Private Bootstrap: New Privacy Analysis and Inference Strategies | Oct 12, 2022 | Privacy Preservingquantile regression | CodeCode Available | 0 |
| Momentum Aggregation for Private Non-convex ERM | Oct 12, 2022 | Privacy Preserving | —Unverified | 0 |
| PromptEHR: Conditional Electronic Healthcare Records Generation with Prompt Learning | Oct 11, 2022 | AttributeImputation | CodeCode Available | 1 |
| mPSAuth: Privacy-Preserving and Scalable Authentication for Mobile Web Applications | Oct 7, 2022 | Privacy Preserving | —Unverified | 0 |
| Synthetic Dataset Generation for Privacy-Preserving Machine Learning | Oct 6, 2022 | Dataset Generationimage-classification | —Unverified | 0 |
| Federated Boosted Decision Trees with Differential Privacy | Oct 6, 2022 | Privacy Preserving | CodeCode Available | 1 |
| Fine-Tuning with Differential Privacy Necessitates an Additional Hyperparameter Search | Oct 5, 2022 | Privacy Preserving | —Unverified | 0 |
| Privacy-Preserving Text Classification on BERT Embeddings with Homomorphic Encryption | Oct 5, 2022 | ClassificationGPU | —Unverified | 0 |
| OpBoost: A Vertical Federated Tree Boosting Framework Based on Order-Preserving Desensitization | Oct 4, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 2 |
| Distributed Non-Convex Optimization with One-Bit Compressors on Heterogeneous Data: Efficient and Resilient Algorithms | Oct 3, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Smart-Badge: A wearable badge with multi-modal sensors for kitchen activity recognition | Oct 3, 2022 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| Privacy-Preserving Feature Coding for Machines | Oct 3, 2022 | Privacy Preserving | —Unverified | 0 |
| Heterogeneous Graph Neural Network for Privacy-Preserving Recommendation | Oct 2, 2022 | Graph Neural NetworkPrivacy Preserving | CodeCode Available | 1 |
| BETOLD: A Task-Oriented Dialog Dataset for Breakdown Detection | Oct 1, 2022 | Privacy Preserving | —Unverified | 0 |
| Privacy-preserving Decentralized Federated Learning over Time-varying Communication Graph | Oct 1, 2022 | Computational EfficiencyFederated Learning | —Unverified | 0 |
| Kernel Normalized Convolutional Networks for Privacy-Preserving Machine Learning | Sep 30, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Differentially Private Optimization on Large Model at Small Cost | Sep 30, 2022 | Privacy Preserving | CodeCode Available | 1 |
| Differentially Private Bias-Term Fine-tuning of Foundation Models | Sep 30, 2022 | Privacy Preserving | CodeCode Available | 1 |
| On the Impossible Safety of Large AI Models | Sep 30, 2022 | Privacy Preserving | —Unverified | 0 |
| Fed-CBS: A Heterogeneity-Aware Client Sampling Mechanism for Federated Learning via Class-Imbalance Reduction | Sep 30, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| PrivMVMF: Privacy-Preserving Multi-View Matrix Factorization for Recommender Systems | Sep 29, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Joint Optimization of Energy Consumption and Completion Time in Federated Learning | Sep 29, 2022 | CPUFederated Learning | —Unverified | 0 |
| No Free Lunch in "Privacy for Free: How does Dataset Condensation Help Privacy" | Sep 29, 2022 | Dataset CondensationPrivacy Preserving | —Unverified | 0 |
| A Secure Federated Learning Framework for Residential Short Term Load Forecasting | Sep 29, 2022 | Demand ForecastingFederated Learning | —Unverified | 0 |
| Federated Stain Normalization for Computational Pathology | Sep 29, 2022 | DiversityFederated Learning | CodeCode Available | 0 |
| Momentum Gradient Descent Federated Learning with Local Differential Privacy | Sep 28, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Securing Federated Learning against Overwhelming Collusive Attackers | Sep 28, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A Snapshot of the Frontiers of Client Selection in Federated Learning | Sep 27, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Synthetic Data Generation for Recommendation Systems | Sep 27, 2022 | Privacy PreservingRecommendation Systems | CodeCode Available | 1 |
| Feature-based Learning for Diverse and Privacy-Preserving Counterfactual Explanations | Sep 27, 2022 | counterfactualDiversity | CodeCode Available | 0 |
| DP-TrajGAN_ A privacy-aware trajectory generation model with differential privacy | Sep 26, 2022 | Generative Adversarial NetworkPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Online Content Moderation: A Federated Learning Use Case | Sep 23, 2022 | CPUFederated Learning | —Unverified | 0 |
| Differentially private partitioned variational inference | Sep 23, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Vector-valued Privacy-Preserving Average Consensus | Sep 22, 2022 | Privacy Preserving | —Unverified | 0 |
| Privacy-Preserving Person Detection Using Low-Resolution Infrared Cameras | Sep 22, 2022 | Human DetectionManagement | —Unverified | 0 |
| PolyMPCNet: Towards ReLU-free Neural Architecture Search in Two-party Computation Based Private Inference | Sep 20, 2022 | Neural Architecture SearchPrivacy Preserving | —Unverified | 0 |
| Audit and Improve Robustness of Private Neural Networks on Encrypted Data | Sep 20, 2022 | Adversarial RobustnessPrivacy Preserving | —Unverified | 0 |
| Hierarchical fuzzy neural networks with privacy preservation for heterogeneous big data | Sep 18, 2022 | Privacy Preserving | CodeCode Available | 0 |
| Privacy-Preserving Distributed Expectation Maximization for Gaussian Mixture Model using Subspace Perturbation | Sep 16, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Federated Coordinate Descent for Privacy-Preserving Multiparty Linear Regression | Sep 16, 2022 | Privacy Preservingregression | —Unverified | 0 |
| Cocktail Party Attack: Breaking Aggregation-Based Privacy in Federated Learning using Independent Component Analysis | Sep 12, 2022 | blind source separationFederated Learning | —Unverified | 0 |
| Communication-Efficient and Privacy-Preserving Feature-based Federated Transfer Learning | Sep 12, 2022 | Federated Learningimage-classification | CodeCode Available | 1 |
| Preserving Privacy in Federated Learning with Ensemble Cross-Domain Knowledge Distillation | Sep 10, 2022 | Federated Learningimage-classification | —Unverified | 0 |
| Differentially Private Stochastic Gradient Descent with Low-Noise | Sep 9, 2022 | Privacy Preserving | —Unverified | 0 |
| Bridging the Gap: Differentially Private Equivariant Deep Learning for Medical Image Analysis | Sep 9, 2022 | Medical Image AnalysisPrivacy Preserving | —Unverified | 0 |
| FADE: Enabling Federated Adversarial Training on Heterogeneous Resource-Constrained Edge Devices | Sep 8, 2022 | Adversarial RobustnessFederated Learning | —Unverified | 0 |
| A Framework for Evaluating Privacy-Utility Trade-off in Vertical Federated Learning | Sep 8, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |