Hyper-Sphere Quantization: Communication-Efficient SGD for Federated Learning Nov 12, 2019 Federated Learning Quantization
Code Code Available Dynamic Allocation Hypernetwork with Adaptive Model Recalibration for Federated Continual Learning Mar 25, 2025 Continual Learning Federated Learning
Code Code Available FedEntropy: Efficient Device Grouping for Federated Learning Using Maximum Entropy Judgment May 24, 2022 Federated Learning
Code Code Available AutoDFL: A Scalable and Automated Reputation-Aware Decentralized Federated Learning Jan 8, 2025 Federated Learning
Code Code Available Fed-ensemble: Improving Generalization through Model Ensembling in Federated Learning Jul 21, 2021 Federated Learning
Code Code Available FedDW: Distilling Weights through Consistency Optimization in Heterogeneous Federated Learning Dec 5, 2024 Federated Learning Knowledge Distillation
Code Code Available IFedAvg: Interpretable Data-Interoperability for Federated Learning Jul 14, 2021 Federated Learning
Code Code Available When Federated Recommendation Meets Cold-Start Problem: Separating Item Attributes and User Interactions May 22, 2023 Attribute Federated Learning
Code Code Available Privacy-Preserved Automated Scoring using Federated Learning for Educational Research Mar 12, 2025 Federated Learning parameter-efficient fine-tuning
Code Code Available Achieving Distributive Justice in Federated Learning via Uncertainty Quantification Apr 22, 2025 Ethics Fairness
Code Code Available Impact of Network Topology on Byzantine Resilience in Decentralized Federated Learning Jul 6, 2024 Federated Learning
Code Code Available Dynamic Allocation Hypernetwork with Adaptive Model Recalibration for FCL Mar 23, 2025 Continual Learning Federated Learning
Code Code Available Privacy Preserved Blood Glucose Level Cross-Prediction: An Asynchronous Decentralized Federated Learning Approach Jun 21, 2024 Federated Learning Privacy Preserving
Code Code Available FedDWA: Personalized Federated Learning with Dynamic Weight Adjustment May 10, 2023 Federated Learning Personalized Federated Learning
Code Code Available Watch Your Head: Assembling Projection Heads to Save the Reliability of Federated Models Feb 26, 2024 Federated Learning
Code Code Available Venn: Resource Management for Collaborative Learning Jobs Dec 13, 2023 Federated Learning Management
Code Code Available One-shot Federated Learning Methods: A Practical Guide Feb 13, 2025 Federated Learning
Code Code Available DualFed: Enjoying both Generalization and Personalization in Federated Learning via Hierachical Representations Jul 25, 2024 Federated Learning Personalized Federated Learning
Code Code Available Federated Learning with Convex Global and Local Constraints Oct 16, 2023 Fairness Federated Learning
Code Code Available A Privacy-Preserving Approach to Extraction of Personal Information through Automatic Annotation and Federated Learning May 19, 2021 Federated Learning NER
Code Code Available 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 Reward Systems for Trustworthy Medical Federated Learning May 1, 2022 Federated Learning
Code Code Available Tackling Selfish Clients in Federated Learning Jul 22, 2024 Federated Learning
Code Code Available One-shot Federated Learning without Server-side Training Apr 26, 2022 Federated Learning image-classification
Code Code Available Improving (α, f)-Byzantine Resilience in Federated Learning via layerwise aggregation and cosine distance Mar 27, 2025 Computational Efficiency Federated Learning
Code Code Available Improving Communication Efficiency of Federated Distillation via Accumulating Local Updates Dec 7, 2023 Federated Learning
Code Code Available RFID based Health Adherence Medicine Case Using Fair Federated Learning Aug 21, 2024 Federated Learning
Code Code Available Improving Fairness in AI Models on Electronic Health Records: The Case for Federated Learning Methods May 19, 2023 Fairness Federated Learning
Code Code Available FedDiv: Collaborative Noise Filtering for Federated Learning with Noisy Labels Dec 19, 2023 Federated Learning Learning with noisy labels
Code Code Available Improving Federated Aggregation with Deep Unfolding Networks Jun 30, 2023 Federated Learning
Code Code Available One-Shot Sequential Federated Learning for Non-IID Data by Enhancing Local Model Diversity Apr 18, 2024 Diversity Federated Learning
Code Code Available RFLPA: A Robust Federated Learning Framework against Poisoning Attacks with Secure Aggregation May 24, 2024 Federated Learning
Code Code Available Improving Federated Learning Personalization via Model Agnostic Meta Learning Sep 27, 2019 Federated Learning Meta-Learning
Code Code Available Calibrated One Round Federated Learning with Bayesian Inference in the Predictive Space Dec 15, 2023 Bayesian Inference Federated Learning
Code Code Available FedDebug: Systematic Debugging for Federated Learning Applications Jan 9, 2023 Fault localization Federated Learning
Code Code Available Venomancer: Towards Imperceptible and Target-on-Demand Backdoor Attacks in Federated Learning Jul 3, 2024 Backdoor Attack Federated Learning
Code Code Available Privacy-Preserving Classification with Secret Vector Machines Jul 8, 2019 Classification Federated Learning
Code Code Available Analysis of Privacy Leakage in Federated Large Language Models Mar 2, 2024 Federated Learning
Code Code Available Distributed DP-Helmet: Scalable Differentially Private Non-interactive Averaging of Single Layers Nov 3, 2022 Federated Learning
Code Code Available Privacy-preserving Continual Federated Clustering via Adaptive Resonance Theory Sep 7, 2023 Clustering Continual Learning
Code Code Available Tackling Intertwined Data and Device Heterogeneities in Federated Learning with Unlimited Staleness Sep 24, 2023 Computational Efficiency Federated Learning
Code Code Available Improving Performance of Federated Learning based Medical Image Analysis in Non-IID Settings using Image Augmentation Dec 12, 2021 Federated Learning Image Augmentation
Code Code Available Skellam Mixture Mechanism: a Novel Approach to Federated Learning with Differential Privacy Dec 8, 2022 Federated Learning Math
Code Code Available Improving Privacy-Preserving Vertical Federated Learning by Efficient Communication with ADMM Jul 20, 2022 Denoising Federated Learning
Code Code Available Improving Response Time of Home IoT Services in Federated Learning Feb 28, 2022 Distributed Computing Federated Learning
Code Code Available Privacy-Preserving Data Deduplication for Enhancing Federated Learning of Language Models (Extended Version) Jul 11, 2024 Federated Learning Privacy Preserving
Code Code Available RiM: Record, Improve and Maintain Physical Well-being using Federated Learning May 9, 2025 Federated Learning Privacy Preserving
Code Code Available When Do Curricula Work in Federated Learning? Dec 24, 2022 Federated Learning
Code Code Available FedDBL: Communication and Data Efficient Federated Deep-Broad Learning for Histopathological Tissue Classification Feb 24, 2023 Federated Learning
Code Code Available UniVarFL: Uniformity and Variance Regularized Federated Learning for Heterogeneous Data Jun 9, 2025 Federated Learning
Code Code Available 