| Studying the Robustness of Anti-adversarial Federated Learning Models Detecting Cyberattacks in IoT Spectrum Sensors | Jan 31, 2022 | Anomaly DetectionBinary Classification | —Unverified | 0 |
| Heterogeneous Federated Learning via Grouped Sequential-to-Parallel Training | Jan 31, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Volley Revolver: A Novel Matrix-Encoding Method for Privacy-Preserving Neural Networks (Inference) | Jan 29, 2022 | image-classificationImage Classification | CodeCode Available | 0 |
| Challenges and approaches to privacy preserving post-click conversion prediction | Jan 29, 2022 | Privacy Preserving | —Unverified | 0 |
| An Overview of Compressible and Learnable Image Transformation with Secret Key and Its Applications | Jan 26, 2022 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Logistic Regression Training with A Faster Gradient Variant | Jan 26, 2022 | Privacy Preservingregression | CodeCode Available | 0 |
| Pre-Trained Language Transformers are Universal Image Classifiers | Jan 25, 2022 | Binary ClassificationClassification | —Unverified | 0 |
| Differentially-Private Heat and Electricity Markets Coordination | Jan 25, 2022 | Privacy PreservingTime Series | —Unverified | 0 |
| Stochastic Coded Federated Learning with Convergence and Privacy Guarantees | Jan 25, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Towards Private Learning on Decentralized Graphs with Local Differential Privacy | Jan 23, 2022 | BenchmarkingGraph Learning | —Unverified | 0 |
| Caring Without Sharing: A Federated Learning Crowdsensing Framework for Diversifying Representation of Cities | Jan 20, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-Aware Human Mobility Prediction via Adversarial Networks | Jan 19, 2022 | PredictionPrivacy Preserving | —Unverified | 0 |
| SCOTCH: An Efficient Secure Computation Framework for Secure Aggregation | Jan 19, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Communication-Efficient Device Scheduling for Federated Learning Using Stochastic Optimization | Jan 19, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A Privacy-Preserving Unsupervised Domain Adaptation Framework for Clinical Text Analysis | Jan 18, 2022 | Domain AdaptationInference Attack | —Unverified | 0 |
| Differentially Private Reinforcement Learning with Linear Function Approximation | Jan 18, 2022 | Privacy Preservingreinforcement-learning | —Unverified | 0 |
| Fairness in Federated Learning for Spatial-Temporal Applications | Jan 17, 2022 | FairnessFederated Learning | —Unverified | 0 |
| FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks | Jan 16, 2022 | BenchmarkingFederated Learning | —Unverified | 0 |
| Demystifying Swarm Learning: A New Paradigm of Blockchain-based Decentralized Federated Learning | Jan 14, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Towards a Data Privacy-Predictive Performance Trade-off | Jan 13, 2022 | De-identificationPrivacy Preserving | —Unverified | 0 |
| LoMar: A Local Defense Against Poisoning Attack on Federated Learning | Jan 8, 2022 | Density EstimationEdge-computing | —Unverified | 0 |
| ADI: Adversarial Dominating Inputs in Vertical Federated Learning Systems | Jan 8, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| A Fair and Efficient Hybrid Federated Learning Framework based on XGBoost for Distributed Power Prediction | Jan 8, 2022 | FairnessFederated Learning | —Unverified | 0 |
| Robust Semi-supervised Federated Learning for Images Automatic Recognition in Internet of Drones | Jan 3, 2022 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy Preserving Partial Localization | Jan 1, 2022 | Privacy Preserving | —Unverified | 0 |
| Exploring Domain-Invariant Parameters for Source Free Domain Adaptation | Jan 1, 2022 | Domain AdaptationPrivacy Preserving | —Unverified | 0 |
| GenShare: Sharing Accurate Differentially-Private Statistics for Genomic Datasets with Dependent Tuples | Dec 30, 2021 | Privacy Preserving | —Unverified | 0 |
| DP-FP: Differentially Private Forward Propagation for Large Models | Dec 29, 2021 | Privacy PreservingPrivacy Preserving Deep Learning | —Unverified | 0 |
| Towards Transactive Energy: An Analysis of Information-related Practical Issues | Dec 28, 2021 | Privacy Preserving | —Unverified | 0 |
| MPCLeague: Robust MPC Platform for Privacy-Preserving Machine Learning | Dec 26, 2021 | BenchmarkingBIG-bench Machine Learning | —Unverified | 0 |
| Sparsified Secure Aggregation for Privacy-Preserving Federated Learning | Dec 23, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| SoK: Privacy-preserving Deep Learning with Homomorphic Encryption | Dec 23, 2021 | Deep LearningPrivacy Preserving | —Unverified | 0 |
| FedPOIRec: Privacy Preserving Federated POI Recommendation with Social Influence | Dec 21, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Synthetic Data and Simulators for Recommendation Systems: Current State and Future Directions | Dec 21, 2021 | Dataset GenerationPrivacy Preserving | —Unverified | 0 |
| Distributed Machine Learning and the Semblance of Trust | Dec 21, 2021 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| Privacy-Preserving Nonlinear Cloud-based Model Predictive Control via Affine Masking | Dec 20, 2021 | Cloud ComputingModel Predictive Control | —Unverified | 0 |
| Semi-Decentralized Federated Edge Learning with Data and Device Heterogeneity | Dec 20, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy preserving n-party scalar product protocol | Dec 17, 2021 | Privacy Preserving | —Unverified | 0 |
| HyObscure: Hybrid Obscuring for Privacy-Preserving Data Publishing | Dec 15, 2021 | Privacy Preserving | —Unverified | 0 |
| One size does not fit all: Investigating strategies for differentially-private learning across NLP tasks | Dec 15, 2021 | AllPrivacy Preserving | CodeCode Available | 0 |
| Data Valuation for Vertical Federated Learning: A Model-free and Privacy-preserving Method | Dec 15, 2021 | Data ValuationFederated Learning | —Unverified | 0 |
| Birds Eye View Social Distancing Analysis System | Dec 14, 2021 | object-detectionObject Detection | —Unverified | 0 |
| How Private Is Your RL Policy? An Inverse RL Based Analysis Framework | Dec 10, 2021 | Adversarial AttackAutonomous Driving | CodeCode Available | 0 |
| Federated Two-stage Learning with Sign-based Voting | Dec 10, 2021 | BIG-bench Machine LearningFederated Learning | —Unverified | 0 |
| Amicable Aid: Perturbing Images to Improve Classification Performance | Dec 9, 2021 | Adversarial AttackClassification | —Unverified | 0 |
| Asynchronous Semi-Decentralized Federated Edge Learning for Heterogeneous Clients | Dec 9, 2021 | Privacy Preserving | —Unverified | 0 |
| When the Curious Abandon Honesty: Federated Learning Is Not Private | Dec 6, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Differentially Private Exploration in Reinforcement Learning with Linear Representation | Dec 2, 2021 | Privacy Preservingreinforcement-learning | —Unverified | 0 |
| High-Resolution WiFi Imaging with Reconfigurable Intelligent Surfaces | Dec 1, 2021 | Privacy PreservingQuantization | —Unverified | 0 |
| Parameter-free HE-friendly Logistic Regression | Dec 1, 2021 | BIG-bench Machine LearningPrivacy Preserving | —Unverified | 0 |