Federated f-Differential Privacy Feb 22, 2021 Federated Learning
Code Code Available 5 Federated Few-shot Learning for Cough Classification with Edge Devices Sep 3, 2023 Cough Classification Federated Learning
Code Code Available 5 Comparative Evaluation of Clustered Federated Learning Methods Oct 18, 2024 Federated Learning image-classification
Code Code Available 5 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 5 Federated Fairness Analytics: Quantifying Fairness in Federated Learning Aug 15, 2024 Fairness Federated Learning
Code Code Available 5 Principled Federated Domain Adaptation: Gradient Projection and Auto-Weighting Feb 10, 2023 Domain Adaptation Federated Learning
Code Code Available 5 CDMA: A Practical Cross-Device Federated Learning Algorithm for General Minimax Problems May 29, 2021 Federated Learning Generative Adversarial Network
Code Code Available 5 Federated Face Forgery Detection Learning with Personalized Representation Jun 17, 2024 Federated Learning Personalized Federated Learning
Code Code Available 5 Real World Federated Learning with a Knowledge Distilled Transformer for Cardiac CT Imaging Jul 10, 2024 Federated Learning Partially Labeled Datasets
Code Code Available 5 A generic framework for privacy preserving deep learning Nov 9, 2018 Deep Learning Federated Learning
Code Code Available 5 Communication Resources Constrained Hierarchical Federated Learning for End-to-End Autonomous Driving Jun 28, 2023 Autonomous Driving Federated Learning
Code Code Available 5 Federated Deep AUC Maximization for Heterogeneous Data with a Constant Communication Complexity Feb 9, 2021 Federated Learning
Code Code Available 5 Communication-Efficient Zeroth-Order Distributed Online Optimization: Algorithm, Theory, and Applications Jun 9, 2023 Federated Learning
Code Code Available 5 Communication-efficient Vertical Federated Learning via Compressed Error Feedback Jun 20, 2024 Federated Learning Vertical Federated Learning
Code Code Available 5 Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System Jan 29, 2019 BIG-bench Machine Learning Collaborative Filtering
Code Code Available 5 FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks Apr 18, 2021 Benchmarking Federated Learning
Code Code Available 5 Federated Continual Learning for Text Classification via Selective Inter-client Transfer Oct 12, 2022 Continual Learning Federated Learning
Code Code Available 5 Federated Document Visual Question Answering: A Pilot Study May 10, 2024 Federated Learning Question Answering
Code Code Available 5 Federated Classification in Hyperbolic Spaces via Secure Aggregation of Convex Hulls Aug 14, 2023 Federated Learning graph partitioning
Code Code Available 5 FedOS: using open-set learning to stabilize training in federated learning Aug 22, 2022 Federated Learning Open Set Learning
Code Code Available 5 Federated Behavioural Planes: Explaining the Evolution of Client Behaviour in Federated Learning May 24, 2024 counterfactual Decision Making
Code Code Available 5 Communication Efficient Private Federated Learning Using Dithering Sep 14, 2023 Federated Learning Quantization
Code Code Available 5 Federated Black-Box Adaptation for Semantic Segmentation Oct 31, 2024 Federated Learning Semantic Segmentation
Code Code Available 5 Astraea: Self-balancing Federated Learning for Improving Classification Accuracy of Mobile Deep Learning Applications Jul 2, 2019 Data Augmentation Edge-computing
Code Code Available 5 Communication-Efficient Online Federated Learning Framework for Nonlinear Regression Oct 13, 2021 Federated Learning regression
Code Code Available 5 UniVarFL: Uniformity and Variance Regularized Federated Learning for Heterogeneous Data Jun 9, 2025 Federated Learning
Code Code Available 5 A Stochastic Optimization Framework for Private and Fair Learning From Decentralized Data Nov 12, 2024 Fairness Federated Learning
Code Code Available 5 A Federated Learning Benchmark for Drug-Target Interaction Feb 15, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Fed-ensemble: Improving Generalization through Model Ensembling in Federated Learning Jul 21, 2021 Federated Learning
Code Code Available 5 FedQV: Leveraging Quadratic Voting in Federated Learning Jan 2, 2024 Decision Making Federated Learning
Code Code Available 5 A Statistical Analysis of Deep Federated Learning for Intrinsically Low-dimensional Data Oct 28, 2024 Federated Learning
Code Code Available 5 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 5 FedRec: Federated Learning of Universal Receivers over Fading Channels Nov 14, 2020 Federated Learning
Code Code Available 5 FedRef: Communication-Efficient Bayesian Fine Tuning with Reference Model Jun 29, 2025 Brain Tumor Segmentation Federated Learning
Code Code Available 5 FedEntropy: Efficient Device Grouping for Federated Learning Using Maximum Entropy Judgment May 24, 2022 Federated Learning
Code Code Available 5 Data Heterogeneity-Robust Federated Learning via Group Client Selection in Industrial IoT Feb 3, 2022 Federated Learning
Code Code Available 5 FedRKG: A Privacy-preserving Federated Recommendation Framework via Knowledge Graph Enhancement Jan 20, 2024 Federated Learning Privacy Preserving
Code Code Available 5 Data Leakage in Federated Averaging Jun 24, 2022 Federated Learning
Code Code Available 5 Communication-Efficient Hierarchical Federated Learning for IoT Heterogeneous Systems with Imbalanced Data Jul 14, 2021 Federated Learning
Code Code Available 5 FedDWA: Personalized Federated Learning with Dynamic Weight Adjustment May 10, 2023 Federated Learning Personalized Federated Learning
Code Code Available 5 Aggregating Intrinsic Information to Enhance BCI Performance through Federated Learning Aug 14, 2023 Brain Computer Interface EEG
Code Code Available 5 Communication-Efficient Gradient Descent-Accent Methods for Distributed Variational Inequalities: Unified Analysis and Local Updates Jun 8, 2023 Federated Learning
Code Code Available 5 FedScore: A privacy-preserving framework for federated scoring system development Mar 1, 2023 Federated Learning Model Selection
Code Code Available 5 FedDUAL: A Dual-Strategy with Adaptive Loss and Dynamic Aggregation for Mitigating Data Heterogeneity in Federated Learning Dec 5, 2024 Federated Learning image-classification
Code Code Available 5 FedDW: Distilling Weights through Consistency Optimization in Heterogeneous Federated Learning Dec 5, 2024 Federated Learning Knowledge Distillation
Code Code Available 5 Federated Active Learning for Target Domain Generalisation Dec 4, 2023 Active Learning Federated Learning
Code Code Available 5 FedSKC: Federated Learning with Non-IID Data via Structural Knowledge Collaboration May 25, 2025 Contrastive Learning Edge-computing
Code Code Available 5 FedSkel: Efficient Federated Learning on Heterogeneous Systems with Skeleton Gradients Update Aug 20, 2021 Federated Learning
Code Code Available 5 Federated clustering with GAN-based data synthesis Oct 29, 2022 Clustering Federated Learning
Code Code Available 5 Federated Frank-Wolfe Algorithm Aug 19, 2024 Federated Learning Privacy Preserving
Code Code Available 5 