A New Perspective on Privacy Protection in Federated Learning with Granular-Ball Computing Jan 9, 2025 Articles Federated Learning
Code Code Available Vertical Federated Unlearning via Backdoor Certification Dec 16, 2024 Federated Learning Vertical Federated Learning
Code Code Available Freezing of Gait Detection Using Gramian Angular Fields and Federated Learning from Wearable Sensors Nov 18, 2024 Federated Learning Missing Values
Code Code Available Decentralised Semi-supervised Onboard Learning for Scene Classification in Low-Earth Orbit May 6, 2023 Federated Learning Scene Classification
Code Code Available Frequency-Based Federated Domain Generalization for Polyp Segmentation Oct 2, 2024 Domain Generalization Federated Learning
Code Code Available Equipping Federated Graph Neural Networks with Structure-aware Group Fairness Oct 18, 2023 Fairness Federated Learning
Code Code Available Fair Resource Allocation in Federated Learning May 25, 2019 Fairness Federated Learning
Code Code Available pFedAFM: Adaptive Feature Mixture for Batch-Level Personalization in Heterogeneous Federated Learning Apr 27, 2024 Federated Learning Personalized Federated Learning
Code Code Available Dealing With Heterogeneous 3D MR Knee Images: A Federated Few-Shot Learning Method With Dual Knowledge Distillation Mar 25, 2023 Federated Learning Few-Shot Learning
Code Code Available Real-World Image Datasets for Federated Learning Oct 14, 2019 BIG-bench Machine Learning Federated Learning
Code Code Available Three Approaches for Personalization with Applications to Federated Learning Feb 25, 2020 All BIG-bench Machine Learning
Code Code Available A Survey on Contribution Evaluation in Vertical Federated Learning May 3, 2024 Federated Learning Survey
Code Code Available A Survey of Incremental Transfer Learning: Combining Peer-to-Peer Federated Learning and Domain Incremental Learning for Multicenter Collaboration Sep 29, 2023 Continual Learning Federated Learning
Code Code Available Security Assessment of Hierarchical Federated Deep Learning Aug 20, 2024 Deep Learning Federated Learning
Code Code Available Model-Agnostic Federated Learning Mar 8, 2023 Federated Learning model
Code Code Available EPISODE: Episodic Gradient Clipping with Periodic Resampled Corrections for Federated Learning with Heterogeneous Data Feb 14, 2023 Federated Learning
Code Code Available pFedMMA: Personalized Federated Fine-Tuning with Multi-Modal Adapter for Vision-Language Models Jul 7, 2025 Federated Learning Personalized Federated Learning
Code Code Available Ensemble Distillation for Robust Model Fusion in Federated Learning Jun 12, 2020 BIG-bench Machine Learning Federated Learning
Code Code Available Model-based Federated Learning for Accurate MR Image Reconstruction from Undersampled k-space Data Apr 15, 2023 Federated Learning Image Reconstruction
Code Code Available Enhanced Security and Privacy via Fragmented Federated Learning Jul 13, 2022 Federated Learning
Code Code Available Clustered Federated Learning via Embedding Distributions Jun 9, 2025 Clustering Domain Adaptation
Code Code Available From Noisy Fixed-Point Iterations to Private ADMM for Centralized and Federated Learning Feb 24, 2023 Federated Learning
Code Code Available Federated Learning From Big Data Over Networks Oct 27, 2020 Federated Learning regression
Code Code Available Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints Oct 4, 2019 Clustering Federated Learning
Code Code Available Model Fusion with Kullback--Leibler Divergence Jul 13, 2020 Federated Learning model
Code Code Available Energy Prediction using Federated Learning Jan 22, 2023 Federated Learning Prediction
Code Code Available Modeling Inter-Intra Heterogeneity for Graph Federated Learning Dec 16, 2024 Federated Learning
Code Code Available FSL-SAGE: Accelerating Federated Split Learning via Smashed Activation Gradient Estimation May 29, 2025 Federated Learning
Code Code Available An Equivalence Between Data Poisoning and Byzantine Gradient Attacks Feb 17, 2022 Data Poisoning Federated Learning
Code Code Available TIFeD: a Tiny Integer-based Federated learning algorithm with Direct feedback alignment Nov 25, 2024 Federated Learning
Code Code Available FTA-FTL: A Fine-Tuned Aggregation Federated Transfer Learning Scheme for Lithology Microscopic Image Classification Jan 6, 2025 Data Augmentation Federated Learning
Code Code Available Model Pruning Enables Efficient Federated Learning on Edge Devices Sep 26, 2019 Federated Learning
Code Code Available Addressing Data Quality Decompensation in Federated Learning via Dynamic Client Selection May 27, 2025 Decompensation Federated Learning
Code Code Available Energy-Efficient Federated Learning for AIoT using Clustering Methods May 14, 2025 Clustering Federated Learning
Code Code Available Clustered Federated Learning based on Nonconvex Pairwise Fusion Nov 8, 2022 Federated Learning
Code Code Available FUNAvg: Federated Uncertainty Weighted Averaging for Datasets with Diverse Labels Jul 10, 2024 Federated Learning Privacy Preserving
Code Code Available Towards Model-Agnostic Federated Learning over Networks Feb 8, 2023 Federated Learning model
Code Code Available Data Subsampling for Bayesian Neural Networks Oct 17, 2022 Bayesian Inference Federated Learning
Code Code Available Federated learning framework for collaborative remaining useful life prognostics: an aircraft engine case study May 31, 2025 Federated Learning
Code Code Available Data Leakage in Federated Averaging Jun 24, 2022 Federated Learning
Code Code Available ModularFed: Leveraging Modularity in Federated Learning Frameworks Oct 31, 2022 Federated Learning
Code Code Available Fusion of Global and Local Knowledge for Personalized Federated Learning Feb 21, 2023 Federated Learning Personalized Federated Learning
Code Code Available Data Heterogeneity-Robust Federated Learning via Group Client Selection in Industrial IoT Feb 3, 2022 Federated Learning
Code Code Available Data-Free Diversity-Based Ensemble Selection For One-Shot Federated Learning in Machine Learning Model Market Feb 23, 2023 Diversity Ensemble Learning
Code Code Available PGFed: Personalize Each Client's Global Objective for Federated Learning Dec 2, 2022 Federated Learning Personalized Federated Learning
Code Code Available Federated Learning for Semantic Parsing: Task Formulation, Evaluation Setup, New Algorithms May 26, 2023 Federated Learning Semantic Parsing
Code Code Available Game of Gradients: Mitigating Irrelevant Clients in Federated Learning Oct 23, 2021 Federated Learning image-classification
Code Code Available CrowdGuard: Federated Backdoor Detection in Federated Learning Oct 14, 2022 Federated Learning Outlier Detection
Code Code Available subMFL: Compatiple subModel Generation for Federated Learning in Device Heterogenous Environment May 30, 2024 Federated Learning Model Compression
Code Code Available Dancing in the Dark: Private Multi-Party Machine Learning in an Untrusted Setting Nov 23, 2018 BIG-bench Machine Learning Federated Learning
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