| 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 |
| Fair Federated Data Clustering through Personalization: Bridging the Gap between Diverse Data Distributions | Jul 5, 2024 | ClusteringPrivacy Preserving | CodeCode Available | 0 | 5 |
| FADAS: Towards Federated Adaptive Asynchronous Optimization | Jul 25, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| Differentially Private Distributed Inference | Feb 13, 2024 | Decision MakingPrivacy Preserving | CodeCode Available | 0 | 5 |
| GuardML: Efficient Privacy-Preserving Machine Learning Services Through Hybrid Homomorphic Encryption | Jan 26, 2024 | Privacy Preserving | CodeCode Available | 0 | 5 |
| Adversarial Learning of Privacy-Preserving Text Representations for De-Identification of Medical Records | Jun 12, 2019 | De-identificationPrivacy Preserving | CodeCode Available | 0 | 5 |
| BEFL: Balancing Energy Consumption in Federated Learning for Mobile Edge IoT | Dec 5, 2024 | Federated LearningImitation Learning | 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 |
| HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroencephalography | Sep 11, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| CECILIA: Comprehensive Secure Machine Learning Framework | Feb 7, 2022 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 0 | 5 |
| Cellular Traffic Prediction via Byzantine-robust Asynchronous Federated Learning | May 25, 2025 | Federated LearningPrediction | CodeCode Available | 0 | 5 |
| Homogeneous Learning: Self-Attention Decentralized Deep Learning | Oct 11, 2021 | Deep LearningFederated Learning | 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 |
| FastLloyd: Federated, Accurate, Secure, and Tunable k-Means Clustering with Differential Privacy | May 3, 2024 | ClusteringConstrained Clustering | 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 Federated Pruning for Large Language Models | May 19, 2025 | Privacy 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 |
| Estimating Model Performance on External Samples from Their Limited Statistical Characteristics | Feb 28, 2022 | Privacy Preserving | CodeCode Available | 0 | 5 |
| Independent Distribution Regularization for Private Graph Embedding | Aug 16, 2023 | AttributeGraph Embedding | 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 |
| Inf2Guard: An Information-Theoretic Framework for Learning Privacy-Preserving Representations against Inference Attacks | Mar 4, 2024 | Inference AttackPrivacy Preserving | CodeCode Available | 0 | 5 |
| Privacy-preserving datasets by capturing feature distributions with Conditional VAEs | Aug 1, 2024 | DiversityPrivacy Preserving | CodeCode Available | 0 | 5 |
| Enhancing Small Medical Learners with Privacy-preserving Contextual Prompting | May 22, 2023 | Decision MakingPrivacy Preserving | CodeCode Available | 0 | 5 |
| ER-AE: Differentially Private Text Generation for Authorship Anonymization | Jul 20, 2019 | Privacy PreservingText Generation | CodeCode Available | 0 | 5 |
| Exploring Selective Layer Fine-Tuning in Federated Learning | Aug 28, 2024 | Federated LearningPrivacy Preserving | CodeCode Available | 0 | 5 |