Data Subsampling for Bayesian Neural Networks Oct 17, 2022 Bayesian Inference 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 Deep AUC Maximization for Heterogeneous Data with a Constant Communication Complexity Feb 9, 2021 Federated Learning
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 Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System Jan 29, 2019 BIG-bench Machine Learning Collaborative Filtering
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 Federated clustering with GAN-based data synthesis Oct 29, 2022 Clustering Federated Learning
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 A Federated Learning Benchmark for Drug-Target Interaction Feb 15, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Aggressive or Imperceptible, or Both: Network Pruning Assisted Hybrid Byzantines in Federated Learning Apr 9, 2024 Federated Learning Network Pruning
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 Federated Black-Box Adaptation for Semantic Segmentation Oct 31, 2024 Federated Learning Semantic Segmentation
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 Adaptive Expert Models for Personalization in Federated Learning Jun 15, 2022 Federated Learning Mixture-of-Experts
Code Code Available 5 AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Jan 8, 2025 Federated Learning
Code Code Available 5 FilFL: Client Filtering for Optimized Client Participation in Federated Learning Feb 13, 2023 Federated Learning
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 Decentralised Semi-supervised Onboard Learning for Scene Classification in Low-Earth Orbit May 6, 2023 Federated Learning Scene Classification
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 FissionVAE: Federated Non-IID Image Generation with Latent Space and Decoder Decomposition Aug 30, 2024 Decoder Federated Learning
Code Code Available 5 Federated Intelligence for Active Queue Management in Inter-Domain Congestion Jan 8, 2021 Federated Learning Management
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 FedDWA: Personalized Federated Learning with Dynamic Weight Adjustment May 10, 2023 Federated Learning Personalized Federated Learning
Code Code Available 5 Fed-ensemble: Improving Generalization through Model Ensembling in Federated Learning Jul 21, 2021 Federated Learning
Code Code Available 5 Communication-Efficient Federated Learning via Predictive Coding Aug 2, 2021 Data Compression Federated Learning
Code Code Available 5 FedDiv: Collaborative Noise Filtering for Federated Learning with Noisy Labels Dec 19, 2023 Federated Learning Learning with noisy labels
Code Code Available 5 FLea: Addressing Data Scarcity and Label Skew in Federated Learning via Privacy-preserving Feature Augmentation Jun 13, 2024 Federated Learning Privacy Preserving
Code Code Available 5 FedER: Federated Learning through Experience Replay and Privacy-Preserving Data Synthesis Jun 20, 2022 Federated Learning Privacy Preserving
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 FedEntropy: Efficient Device Grouping for Federated Learning Using Maximum Entropy Judgment May 24, 2022 Federated Learning
Code Code Available 5 FedDebug: Systematic Debugging for Federated Learning Applications Jan 9, 2023 Fault localization Federated Learning
Code Code Available 5 FLGuard: Byzantine-Robust Federated Learning via Ensemble of Contrastive Models Mar 5, 2024 Contrastive Learning Federated Learning
Code Code Available 5 Adaptive Compression in Federated Learning via Side Information Jun 22, 2023 Federated Learning
Code Code Available 5 FedDBL: Communication and Data Efficient Federated Deep-Broad Learning for Histopathological Tissue Classification Feb 24, 2023 Federated Learning
Code Code Available 5 Federated Active Learning for Target Domain Generalisation Dec 4, 2023 Active Learning Federated Learning
Code Code Available 5 FedCos: A Scene-adaptive Federated Optimization Enhancement for Performance Improvement Apr 7, 2022 Federated Learning
Code Code Available 5 FedCore: Straggler-Free Federated Learning with Distributed Coresets Jan 31, 2024 Federated Learning
Code Code Available 5 Adaptive Federated Learning in Resource Constrained Edge Computing Systems Apr 14, 2018 BIG-bench Machine Learning Edge-computing
Code Code Available 5 FedTune: Automatic Tuning of Federated Learning Hyper-Parameters from System Perspective Oct 6, 2021 Federated Learning
Code Code Available 5 Fair Resource Allocation in Federated Learning May 25, 2019 Fairness Federated Learning
Code Code Available 5 FedRC: Tackling Diverse Distribution Shifts Challenge in Federated Learning by Robust Clustering Jan 29, 2023 Clustering Federated Learning
Code Code Available 5 FedCG: Leverage Conditional GAN for Protecting Privacy and Maintaining Competitive Performance in Federated Learning Nov 16, 2021 Federated Learning Privacy Preserving
Code Code Available 5 FDA-Opt: Communication-Efficient Federated Fine-Tuning of Language Models May 7, 2025 Federated Learning
Code Code Available 5 Federated Causal Discovery From Interventions Nov 7, 2022 Causal Discovery Federated Learning
Code Code Available 5 Auto-weighted Robust Federated Learning with Corrupted Data Sources Jan 14, 2021 Federated Learning Privacy Preserving
Code Code Available 5 FedCCRL: Federated Domain Generalization with Cross-Client Representation Learning Oct 15, 2024 Diversity Domain Generalization
Code Code Available 5 3FM: Multi-modal Meta-learning for Federated Tasks Dec 15, 2023 Federated Learning Meta-Learning
Code Code Available 5 FedCert: Federated Accuracy Certification Oct 4, 2024 Federated Learning
Code Code Available 5 