federated-learning

Documents about federated-learning

• Beyond Non-IID: Learner--Client Distribution Mismatch in Federated Learning#779637arXiv (OAI Expanded)
• Beyond Non-IID: Learner--Client Distribution Mismatch in Federated Learning#781012arXiv (All)
• A Stable Aggregation Method for Quantum Federated Learning#809812arXiv (OAI Expanded)
• A Stable Aggregation Method for Quantum Federated Learning#819808arXiv (All)
• Optimizing Byzantine Node Placement in Decentralized Federated Learning#821530arXiv (All)
• Similarity-Aware Personalized Federated Learning in Heterogeneous Environments#822631arXiv (All)
• Rethinking One-Shot Federated Graph Learning: Training-Free Statistical Estimation#973757arXiv (All)
• Coordination on a Budget: Federated Active Learning with Few Labels#984227arXiv (All)
• FedFIbOS: Fisher Importance based Optimal Submodelling for Heterogeneous Federated Learning#1014151arXiv (All)
• Joint Domain-Class Modeling for Federated Learning Under Feature Skew#1037615arXiv (All)
• Accuracy–Privacy Trade-off in Federated Learning for Joint Fire Risk Model Training Across International Wildfire Datasets#11834DataCite
• Accuracy–Privacy Trade-off in Federated Learning for Joint Fire Risk Model Training Across International Wildfire Datasets#11835DataCite
• Centralized pooling and federated learning for Canadian patient-level data sharing in multicenter medical AI: A scoping review.#193898PubMed
• A survey of privacy-preserving federated learning for intrusion detection systems#197587Research Online
• Security Analysis of a Federated Learning Framework for Medical Image-to-Image Translation.#348443PubMed
• Privacy Leakage in Federated Learning in Radiology Reports: Comparative Evaluation of Tokenizer and Batch-Size Privacy Risks.#786144PubMed
• Rethinking the Personalized Relaxed Initialization in the Federated Learning: Consistency and Generalization#13096arXiv CS
• FedKPer: Tackling Generalization and Personalization in Medical Federated Learning via Knowledge Personalization#151733arXiv CS
• FedXDS: Leveraging Model Attribution Methods to counteract Data Heterogeneity in Federated Learning#324901arXiv CS
• Assessing the Impacts of Imperfect Datasets on Client Selections in Federated Learning#423997arXiv CS
• TOFD: Target-Oriented Feature Decoupling against Poisoning Attacks in Split Federated Learning#440376arXiv CS
• An Inclusive and Lightweight Approach to Federated Continual Learning for Cultural Heritage#471246arXiv CS
• Quantum Federated Learning Based on Bures--Uhlmann Geometry for Heterogeneous Noisy Clients#618561arXiv CS
• Analysis of Privacy Preservation Enhancements in Federated Learning Frameworks#1968NCBI Bookshelf
• Secure and Privacy-Preserving Vertical Federated Learning#13976arXiv CS
• Federated Learning over Blockchain-Enabled Cloud Infrastructure#123966arXiv CS
• Privacy-Preserving Federated Learning Using Homomorphic Encryption#177306Semantic Scholar
• Data heterogeneity and personalization in federated learning#415109ISTA Publications
• Enhancing IoT Security through Federated Transfer Learning Approaches#725932PhilArchive
• Federated Personalization of Early-Exit Networks#788689arXiv (OAI Expanded)
• Federated Personalization of Early-Exit Networks#792689arXiv (All)
• Adaptive Determinantal Client Scheduling in Federated Learning#1028660arXiv CS
• Wavelet Scattering Transform and Fourier Representation for Offline Detection of Malicious Clients in Federated Learning#161411HAL (France)
• Interpretable Semi-federated Learning for Multimodal Cardiac Imaging and Risk Stratification: A Privacy-Preserving Framework.#263327PubMed
• Technical and legal aspects of federated learning in bioinformatics: applications, challenges and opportunities#393147OpenAlex
• FEDERATED LEARNING MODELS FOR PRIVACY-PRESERVING AI IN ENTERPRISE DECISION SYSTEMS#404566OpenAlex
• Privacy-Preserving Federated Learning for Biophysics Core Life in Uganda: Robustness Under Distribution Shift and Sparse Labels#687456Zenodo (CERN)
• Application of Artificial Intelligence-Driven Federated Learning Based on Machine Learning and Deep Learning in Medicine#10778Crossref
• TrainTracks - federated learning for reproducible research on sensitive medical data.#220922NCBI PubMed Central
• A crowdsensing intrusion detection dataset for decentralized federated learning models.#242304NCBI PubMed Central
• Evaluating multi-level membership inference risk in federated EEG learning.#340419NCBI PubMed Central
• Learning From Practice: Designing Conditions for Organizational Learning Across a Federated Nonprofit Network#367294Harvard DASH
• Trust-Aware Topology Learning for Dynamic Decentralized Federated Learning under Adversaries#429334arXiv CS
• FedA2L: Adaptive layer-wise learning rate adjustment in decentralized federated learning#441752arXiv CS
• Decentralized Federated Learning for Heterogeneous Multi-Task Semantic Communication#614267arXiv (OAI Expanded)
• Decentralized Federated Learning for Heterogeneous Multi-Task Semantic Communication#615234arXiv (All)
• Federated Learning in Healthcare: From Research to Real-World Deployment.#625932NCBI PubMed Central
• FedRAW: Preserving Rare-Label Influence in Asynchronous Federated Learning#975247arXiv (All)
• Federated Deep Clustering Networks for High-Dimensional and Heterogeneous Data#1006860arXiv CS
• Robust Federated Q-Learning with Almost No Communication#1033944arXiv (All)