| FedPOIRec: Privacy Preserving Federated POI Recommendation with Social Influence | Dec 21, 2021 | Federated LearningPrivacy Preserving | —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 |
| 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 |
| HyObscure: Hybrid Obscuring for Privacy-Preserving Data Publishing | Dec 15, 2021 | Privacy Preserving | —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 |
| IndicFed: A Federated Approach for Sentiment Analysis in Indic Languages | Dec 1, 2021 | Federated LearningPrivacy Preserving | —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 |
| PartialFed: Cross-Domain Personalized Federated Learning via Partial Initialization | Dec 1, 2021 | Federated Learningmedical image detection | —Unverified | 0 |
| Gaussian Mechanisms Against Statistical Inference: Synthesis Tools | Nov 30, 2021 | Privacy Preserving | —Unverified | 0 |
| In-Bed Human Pose Estimation from Unseen and Privacy-Preserving Image Domains | Nov 30, 2021 | Pose EstimationPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Serverless Edge Learning with Decentralized Small Data | Nov 29, 2021 | Cloud ComputingDeep Learning | —Unverified | 0 |
| Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification | Nov 29, 2021 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 0 |
| Federated Gaussian Process: Convergence, Automatic Personalization and Multi-fidelity Modeling | Nov 28, 2021 | Privacy Preserving | CodeCode Available | 0 |
| Local Learning Matters: Rethinking Data Heterogeneity in Federated Learning | Nov 28, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Towards Understanding the Impact of Model Size on Differential Private Classification | Nov 27, 2021 | feature selectionPrivacy Preserving | —Unverified | 0 |
| Uncovering the Dark Side of Telegram: Fakes, Clones, Scams, and Conspiracy Movements | Nov 26, 2021 | Privacy Preserving | —Unverified | 0 |
| Node-Level Differentially Private Graph Neural Networks | Nov 23, 2021 | Privacy Preserving | —Unverified | 0 |
| Privacy-preserving Federated Adversarial Domain Adaption over Feature Groups for Interpretability | Nov 22, 2021 | Domain AdaptationFederated Learning | —Unverified | 0 |
| Identifying Population Movements with Non-Negative Matrix Factorization from Wi-Fi User Counts in Smart and Connected Cities | Nov 19, 2021 | Privacy Preserving | —Unverified | 0 |
| Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence | Nov 18, 2021 | COVID-19 DiagnosisDiagnostic | CodeCode Available | 1 |
| FLSys: Toward an Open Ecosystem for Federated Learning Mobile Apps | Nov 17, 2021 | Activity RecognitionData Augmentation | —Unverified | 0 |
| Privacy-preserving Federated Learning for Residential Short Term Load Forecasting | Nov 17, 2021 | Federated LearningLoad Forecasting | —Unverified | 0 |
| Local Differential Privacy for Privacy-Preserving NLP Tasks | Nov 16, 2021 | Privacy Preserving | —Unverified | 0 |
| FedCG: Leverage Conditional GAN for Protecting Privacy and Maintaining Competitive Performance in Federated Learning | Nov 16, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 0 |
| Towards Privacy-Preserving Affect Recognition: A Two-Level Deep Learning Architecture | Nov 14, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Machine Learning Models Disclosure from Trusted Research Environments (TRE), Challenges and Opportunities | Nov 10, 2021 | BIG-bench Machine LearningDecision Making | —Unverified | 0 |
| The Internet of Federated Things (IoFT): A Vision for the Future and In-depth Survey of Data-driven Approaches for Federated Learning | Nov 9, 2021 | Federated LearningMeta-Learning | —Unverified | 0 |
| Privacy-Preserving Distributed Average Consensus in Finite Time using Random Gossip | Nov 8, 2021 | Privacy Preserving | —Unverified | 0 |
| A methodology for training homomorphicencryption friendly neural networks | Nov 5, 2021 | Knowledge DistillationPrivacy Preserving | —Unverified | 0 |
| DVFL: A Vertical Federated Learning Method for Dynamic Data | Nov 5, 2021 | Federated LearningKnowledge Distillation | —Unverified | 0 |
| FedSim: Similarity guided model aggregation for Federated Learning | Nov 2, 2021 | Federated Learningmodel | CodeCode Available | 1 |
| Practical and Light-weight Secure Aggregation for Federated Submodel Learning | Nov 2, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Privacy-Preserving Communication-Efficient Federated Multi-Armed Bandits | Nov 2, 2021 | Decision MakingMulti-Armed Bandits | —Unverified | 0 |
| FedFly: Towards Migration in Edge-based Distributed Federated Learning | Nov 2, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 1 |
| Reconstruction Attack on Instance Encoding for Language Understanding | Nov 1, 2021 | Privacy PreservingReconstruction Attack | —Unverified | 0 |
| DAdaQuant: Doubly-adaptive quantization for communication-efficient Federated Learning | Oct 31, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| Dynamic Differential-Privacy Preserving SGD | Oct 30, 2021 | Federated Learningimage-classification | —Unverified | 0 |
| Generating synthetic transactional profiles | Oct 28, 2021 | Privacy Preserving | —Unverified | 0 |
| Consensus-Based Decentralized Energy Trading for Distributed Energy Resources | Oct 28, 2021 | energy managementenergy trading | —Unverified | 0 |
| Federated Learning with Heterogeneous Differential Privacy | Oct 28, 2021 | Federated LearningPrivacy Preserving | —Unverified | 0 |