| Privacy-Preserving Collaborative Learning through Feature Extraction | Dec 13, 2022 | Fraud DetectionInference Attack | —Unverified | 0 |
| Federated Few-Shot Learning for Mobile NLP | Dec 12, 2022 | Few-Shot LearningPrivacy Preserving | CodeCode Available | 1 |
| Vicious Classifiers: Assessing Inference-time Data Reconstruction Risk in Edge Computing | Dec 8, 2022 | Edge-computingPrivacy Preserving | CodeCode Available | 0 |
| Towards Fleet-wide Sharing of Wind Turbine Condition Information through Privacy-preserving Federated Learning | Dec 7, 2022 | Fault DetectionFederated Learning | —Unverified | 0 |
| Memorization of Named Entities in Fine-tuned BERT Models | Dec 7, 2022 | MemorizationPrivacy Preserving | CodeCode Available | 0 |
| Pre-trained Encoders in Self-Supervised Learning Improve Secure and Privacy-preserving Supervised Learning | Dec 6, 2022 | Data PoisoningMachine Unlearning | —Unverified | 0 |
| Achieving Transparency in Distributed Machine Learning with Explainable Data Collaboration | Dec 6, 2022 | Privacy Preserving | —Unverified | 0 |
| HierarchyFL: Heterogeneous Federated Learning via Hierarchical Self-Distillation | Dec 5, 2022 | DiversityFederated Learning | —Unverified | 0 |
| Privacy-Preserving Visual Localization with Event Cameras | Dec 4, 2022 | Image-Based LocalizationPrivacy Preserving | CodeCode Available | 1 |
| PiPar: Pipeline Parallelism for Collaborative Machine Learning | Dec 1, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Gradient and Channel Aware Dynamic Scheduling for Over-the-Air Computation in Federated Edge Learning Systems | Dec 1, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| On-device Training: A First Overview on Existing Systems | Dec 1, 2022 | Privacy Preserving | —Unverified | 0 |
| Differentially-Private Data Synthetisation for Efficient Re-Identification Risk Control | Dec 1, 2022 | Privacy PreservingSynthetic Data Generation | CodeCode Available | 0 |
| Differentially Private Learning with Per-Sample Adaptive Clipping | Dec 1, 2022 | Privacy Preserving | —Unverified | 0 |
| Privacy-Preserving Federated Deep Clustering based on GAN | Nov 30, 2022 | ClusteringDeep Clustering | —Unverified | 0 |
| Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation | Nov 24, 2022 | FairnessFraud Detection | CodeCode Available | 2 |
| A Privacy-Preserving Outsourced Data Model in Cloud Environment | Nov 24, 2022 | Cloud ComputingFraud Detection | —Unverified | 0 |
| Collaborative Training of Medical Artificial Intelligence Models with non-uniform Labels | Nov 24, 2022 | Federated LearningMedical Diagnosis | CodeCode Available | 0 |
| Private Multi-Winner Voting for Machine Learning | Nov 23, 2022 | Multi-Label LearningPrivacy Preserving | —Unverified | 0 |
| Vertical Federated Learning: Concepts, Advances and Challenges | Nov 23, 2022 | FairnessFederated Learning | —Unverified | 0 |
| Private Ad Modeling with DP-SGD | Nov 21, 2022 | Privacy Preserving | —Unverified | 0 |
| Federated deep transfer learning for EEG decoding using multiple BCI tasks | Nov 20, 2022 | DecoderEEG | —Unverified | 0 |
| Scalable Collaborative Learning via Representation Sharing | Nov 20, 2022 | Federated LearningKnowledge Distillation | —Unverified | 0 |
| Personalized Federated Learning with Hidden Information on Personalized Prior | Nov 19, 2022 | ClassificationFederated Learning | —Unverified | 0 |
| A privacy-preserving data storage and service framework based on deep learning and blockchain for construction workers' wearable IoT sensors | Nov 19, 2022 | Generative Adversarial NetworkPrivacy Preserving | —Unverified | 0 |