| Client Selection for Federated Learning with Heterogeneous Resources in Mobile Edge | Apr 23, 2018 | Edge-computingFederated Learning | CodeCode Available | 0 | 5 |
| A Framework for Evaluating Privacy-Utility Trade-off in Vertical Federated Learning | Sep 8, 2022 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| FedCAR: Cross-client Adaptive Re-weighting for Generative Models in Federated Learning | Dec 16, 2024 | Federated LearningImage Generation | CodeCode Available | 0 | 5 |
| Locally Differentially Private Distributed Deep Learning via Knowledge Distillation | Feb 7, 2022 | Deep LearningKnowledge Distillation | CodeCode Available | 0 | 5 |
| FedAH: Aggregated Head for Personalized Federated Learning | Dec 2, 2024 | Federated LearningPersonalized Federated Learning | CodeCode Available | 0 | 5 |
| CrowdGuard: Federated Backdoor Detection in Federated Learning | Oct 14, 2022 | Federated LearningOutlier Detection | CodeCode Available | 0 | 5 |
| An Interactive Framework for Implementing Privacy-Preserving Federated Learning: Experiments on Large Language Models | Feb 11, 2025 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| LSRP: A Leader-Subordinate Retrieval Framework for Privacy-Preserving Cloud-Device Collaboration | May 8, 2025 | Privacy PreservingRAG | CodeCode Available | 0 | 5 |
| FedCAP: Robust Federated Learning via Customized Aggregation and Personalization | Oct 16, 2024 | Anomaly DetectionFederated Learning | CodeCode Available | 0 | 5 |
| Federated Causal Discovery From Interventions | Nov 7, 2022 | Causal DiscoveryFederated Learning | CodeCode Available | 0 | 5 |
| MC-GEN:Multi-level Clustering for Private Synthetic Data Generation | May 28, 2022 | BIG-bench Machine LearningClustering | CodeCode Available | 0 | 5 |
| FastLloyd: Federated, Accurate, Secure, and Tunable k-Means Clustering with Differential Privacy | May 3, 2024 | ClusteringConstrained Clustering | CodeCode Available | 0 | 5 |
| FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning | Jun 7, 2022 | FairnessFederated Learning | CodeCode Available | 0 | 5 |
| FairFML: Fair Federated Machine Learning with a Case Study on Reducing Gender Disparities in Cardiac Arrest Outcome Prediction | Oct 7, 2024 | FairnessFederated Learning | CodeCode Available | 0 | 5 |
| CO-DEFEND: Continuous Decentralized Federated Learning for Secure DoH-Based Threat Detection | Apr 2, 2025 | Federated LearningIntrusion Detection | CodeCode Available | 0 | 5 |
| A Privacy-Preserving Unsupervised Speaker Disentanglement Method for Depression Detection from Speech | Feb 28, 2024 | De-identificationDepression Detection | CodeCode Available | 0 | 5 |
| Feasibility Study of Multi-Site Split Learning for Privacy-Preserving Medical Systems under Data Imbalance Constraints in COVID-19, X-Ray, and Cholesterol Dataset | Feb 21, 2022 | Privacy Preserving | CodeCode Available | 0 | 5 |
| MLitB: Machine Learning in the Browser | Dec 8, 2014 | BIG-bench Machine LearningDistributed Computing | CodeCode Available | 0 | 5 |
| FADAS: Towards Federated Adaptive Asynchronous Optimization | Jul 25, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| A generic framework for privacy preserving deep learning | Nov 9, 2018 | Deep LearningFederated Learning | CodeCode Available | 0 | 5 |
| Fair Federated Data Clustering through Personalization: Bridging the Gap between Diverse Data Distributions | Jul 5, 2024 | ClusteringPrivacy Preserving | CodeCode Available | 0 | 5 |
| Modularity maximisation for graphons | Jan 2, 2021 | Community DetectionOpen-Ended Question Answering | CodeCode Available | 0 | 5 |
| Multi-Agent Trust Region Policy Optimization | Oct 15, 2020 | Multi-agent Reinforcement LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| Collaborative Learning From Distributed Data With Differentially Private Synthetic Twin Data | Aug 9, 2023 | Privacy Preserving | CodeCode Available | 0 | 5 |
| Privacy-preserving datasets by capturing feature distributions with Conditional VAEs | Aug 1, 2024 | DiversityPrivacy Preserving | CodeCode Available | 0 | 5 |
| Backpropagation Clipping for Deep Learning with Differential Privacy | Feb 10, 2022 | Deep LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| Position: On-Premises LLM Deployment Demands a Middle Path: Preserving Privacy Without Sacrificing Model Confidentiality | Oct 15, 2024 | PositionPrivacy Preserving | CodeCode Available | 0 | 5 |
| Exploring Federated Pruning for Large Language Models | May 19, 2025 | Privacy Preserving | CodeCode Available | 0 | 5 |
| Experimenting with Normalization Layers in Federated Learning on non-IID scenarios | Mar 19, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| Exploring Selective Layer Fine-Tuning in Federated Learning | Aug 28, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| ER-AE: Differentially Private Text Generation for Authorship Anonymization | Jul 20, 2019 | Privacy PreservingText Generation | CodeCode Available | 0 | 5 |
| Enhancing Trade-offs in Privacy, Utility, and Computational Efficiency through MUltistage Sampling Technique (MUST) | Dec 20, 2023 | Computational EfficiencyPrivacy Preserving | CodeCode Available | 0 | 5 |
| Estimating Model Performance on External Samples from Their Limited Statistical Characteristics | Feb 28, 2022 | Privacy Preserving | CodeCode Available | 0 | 5 |
| A V2X-based Privacy Preserving Federated Measuring and Learning System | Jan 24, 2024 | Autonomous VehiclesDecision Making | CodeCode Available | 0 | 5 |
| Auto-weighted Robust Federated Learning with Corrupted Data Sources | Jan 14, 2021 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| Communication Efficient and Privacy-Preserving Federated Learning Based on Evolution Strategies | Nov 5, 2023 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| On Membership Inference Attacks in Knowledge Distillation | May 17, 2025 | Knowledge DistillationPrivacy Preserving | CodeCode Available | 0 | 5 |
| 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 | 5 |
| An Empirical Study on the Intrinsic Privacy of SGD | Dec 5, 2019 | Inference AttackMembership Inference Attack | CodeCode Available | 0 | 5 |
| On the Price of Differential Privacy for Hierarchical Clustering | Apr 22, 2025 | ClusteringPrivacy Preserving | CodeCode Available | 0 | 5 |
| Enhanced Outsourced and Secure Inference for Tall Sparse Decision Trees | May 4, 2025 | Cloud ComputingPrivacy Preserving | CodeCode Available | 0 | 5 |
| Automatic Discovery of Privacy-Utility Pareto Fronts | May 26, 2019 | Bayesian OptimizationPrivacy Preserving | CodeCode Available | 0 | 5 |
| Empowering Data Mesh with Federated Learning | Mar 26, 2024 | Decision MakingFederated Learning | CodeCode Available | 0 | 5 |
| Enhancing Small Medical Learners with Privacy-preserving Contextual Prompting | May 22, 2023 | Decision MakingPrivacy Preserving | CodeCode Available | 0 | 5 |
| Automated Privacy-Preserving Techniques via Meta-Learning | Jun 24, 2024 | De-identificationMeta-Learning | CodeCode Available | 0 | 5 |
| Empathy Detection from Text, Audiovisual, Audio or Physiological Signals: A Systematic Review of Task Formulations and Machine Learning Methods | Oct 30, 2023 | Privacy PreservingSystematic Literature Review | CodeCode Available | 0 | 5 |
| A Hybrid Deep Learning Architecture for Privacy-Preserving Mobile Analytics | Mar 8, 2017 | Deep LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| P3GM: Private High-Dimensional Data Release via Privacy Preserving Phased Generative Model | Jun 22, 2020 | Privacy Preserving | CodeCode Available | 0 | 5 |
| Exploring the Landscape for Generative Sequence Models for Specialized Data Synthesis | Nov 4, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Aura: Privacy-preserving Augmentation to Improve Test Set Diversity in Speech Enhancement | Oct 8, 2021 | DiversityPrivacy Preserving | CodeCode Available | 0 | 5 |