Can We Theoretically Quantify the Impacts of Local Updates on the Generalization Performance of Federated Learning? Sep 5, 2024 Federated Learning
— Unverified Wind turbine condition monitoring based on intra- and inter-farm federated learning Sep 5, 2024 Fault Detection Federated Learning
Code Code Available FedPCL-CDR: A Federated Prototype-based Contrastive Learning Framework for Privacy-Preserving Cross-domain Recommendation Sep 5, 2024 Contrastive Learning Federated Learning
Code Code Available VFLGAN-TS: Vertical Federated Learning-based Generative Adversarial Networks for Publication of Vertically Partitioned Time-Series Data Sep 5, 2024 Attribute Federated Learning
— Unverified Robust Federated Finetuning of Foundation Models via Alternating Minimization of LoRA Sep 4, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified CoAst: Validation-Free Contribution Assessment for Federated Learning based on Cross-Round Valuation Sep 4, 2024 Contribution Assessment Federated Learning
— Unverified Federated Prediction-Powered Inference from Decentralized Data Sep 3, 2024 Federated Learning Prediction
Code Code Available Buffer-based Gradient Projection for Continual Federated Learning Sep 3, 2024 Federated Learning Incremental Learning
Code Code Available FedMinds: Privacy-Preserving Personalized Brain Visual Decoding Sep 3, 2024 Federated Learning Privacy Preserving
— Unverified Personalized Federated Learning via Active Sampling Sep 3, 2024 Federated Learning Personalized Federated Learning
— Unverified Collaboratively Learning Federated Models from Noisy Decentralized Data Sep 3, 2024 Federated Learning
— Unverified MRI-based and metabolomics-based age scores act synergetically for mortality prediction shown by multi-cohort federated learning Sep 2, 2024 Federated Learning Mortality Prediction
Code Code Available Achieving Byzantine-Resilient Federated Learning via Layer-Adaptive Sparsified Model Aggregation Sep 2, 2024 Federated Learning
Code Code Available GAS: Generative Activation-Aided Asynchronous Split Federated Learning Sep 2, 2024 Federated Learning
Code Code Available Enabling Trustworthy Federated Learning in Industrial IoT: Bridging the Gap Between Interpretability and Robustness Sep 1, 2024 Decision Making Federated Learning
— Unverified DAMe: Personalized Federated Social Event Detection with Dual Aggregation Mechanism Sep 1, 2024 Bayesian Optimization Event Detection
Code Code Available Demo: FedCampus: A Real-world Privacy-preserving Mobile Application for Smart Campus via Federated Learning & Analytics Aug 31, 2024 Federated Learning Privacy Preserving
Code Code Available Democratizing AI in Africa: FL for Low-Resource Edge Devices Aug 30, 2024 Federated Learning
— Unverified Towards Hyper-parameter-free Federated Learning Aug 30, 2024 Federated Learning
Code Code Available FissionVAE: Federated Non-IID Image Generation with Latent Space and Decoder Decomposition Aug 30, 2024 Decoder Federated Learning
Code Code Available A Survey for Large Language Models in Biomedicine Aug 29, 2024 Diagnostic Drug Discovery
— Unverified FedMCP: Parameter-Efficient Federated Learning with Model-Contrastive Personalization Aug 28, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified Convergent Differential Privacy Analysis for General Federated Learning: the f-DP Perspective Aug 28, 2024 Federated Learning
— Unverified ModalityMirror: Improving Audio Classification in Modality Heterogeneity Federated Learning with Multimodal Distillation Aug 28, 2024 Audio Classification Federated Learning
— Unverified Exploring Selective Layer Fine-Tuning in Federated Learning Aug 28, 2024 Federated Learning Privacy Preserving
Code Code Available Bandwidth-Aware and Overlap-Weighted Compression for Communication-Efficient Federated Learning Aug 27, 2024 Data Compression Federated Learning
— Unverified Celtibero: Robust Layered Aggregation for Federated Learning Aug 26, 2024 Federated Learning
— Unverified Neighborhood and Global Perturbations Supported SAM in Federated Learning: From Local Tweaks To Global Awareness Aug 26, 2024 Federated Learning Privacy Preserving
— Unverified Decentralized Federated Learning with Model Caching on Mobile Agents Aug 26, 2024 Federated Learning
— Unverified Resource Efficient Asynchronous Federated Learning for Digital Twin Empowered IoT Network Aug 26, 2024 Federated Learning Scheduling
— Unverified Federated User Preference Modeling for Privacy-Preserving Cross-Domain Recommendation Aug 26, 2024 Federated Learning Privacy Preserving
Code Code Available Hyperdimensional Computing Empowered Federated Foundation Model over Wireless Networks for Metaverse Aug 26, 2024 Federated Learning
— Unverified FedGlu: A personalized federated learning-based glucose forecasting algorithm for improved performance in glycemic excursion regions Aug 25, 2024 Federated Learning Personalized Federated Learning
— Unverified SAB:A Stealing and Robust Backdoor Attack based on Steganographic Algorithm against Federated Learning Aug 25, 2024 Backdoor Attack backdoor defense
— Unverified Submodular Maximization Approaches for Equitable Client Selection in Federated Learning Aug 24, 2024 Fairness Federated Learning
— Unverified Towards Case-based Interpretability for Medical Federated Learning Aug 24, 2024 Federated Learning
— Unverified Enhancing Vehicle Environmental Awareness via Federated Learning and Automatic Labeling Aug 23, 2024 Federated Learning
— Unverified Improving the Classification Effect of Clinical Images of Diseases for Multi-Source Privacy Protection Aug 23, 2024 Diagnostic Federated Learning
— Unverified A Web-Based Solution for Federated Learning with LLM-Based Automation Aug 23, 2024 CPU Federated Learning
— Unverified Understanding Data Reconstruction Leakage in Federated Learning from a Theoretical Perspective Aug 22, 2024 Federated Learning
— Unverified FedIMPUTE: Privacy-Preserving Missing Value Imputation for Multi-Site Heterogeneous Electronic Health Records Aug 22, 2024 Federated Learning Missing Values
Code Code Available Weight Scope Alignment: A Frustratingly Easy Method for Model Merging Aug 22, 2024 Federated Learning
— Unverified The Key of Parameter Skew in Federated Learning Aug 21, 2024 Federated Learning parameter estimation
— Unverified Federated Diabetes Prediction in Canadian Adults Using Real-world Cross-Province Primary Care Data Aug 21, 2024 Diabetes Prediction Federated Learning
— Unverified Federated Learning Approach to Mitigate Water Wastage Aug 21, 2024 Federated Learning Privacy Preserving
— Unverified RFID based Health Adherence Medicine Case Using Fair Federated Learning Aug 21, 2024 Federated Learning
Code Code Available FedGS: Federated Gradient Scaling for Heterogeneous Medical Image Segmentation Aug 21, 2024 Disentanglement Federated Learning
Code Code Available FedMoE: Personalized Federated Learning via Heterogeneous Mixture of Experts Aug 21, 2024 Federated Learning Heuristic Search
— Unverified Security Assessment of Hierarchical Federated Deep Learning Aug 20, 2024 Deep Learning Federated Learning
Code Code Available Federated Clustering: An Unsupervised Cluster-Wise Training for Decentralized Data Distributions Aug 20, 2024 Clustering Federated Learning
— Unverified 