Providing Differential Privacy for Federated Learning Over Wireless: A Cross-layer Framework Dec 5, 2024 Federated Learning
— Unverified Providing Location Information at Edge Networks: A Federated Learning-Based Approach May 17, 2022 Edge-computing Federated Learning
— Unverified Proximal Control of UAVs with Federated Learning for Human-Robot Collaborative Domains Dec 3, 2024 Action Classification Action Recognition
— Unverified Proximity-based Self-Federated Learning Jul 17, 2024 Edge-computing Federated Learning
— Unverified ProxSkip: Yes! Local Gradient Steps Provably Lead to Communication Acceleration! Finally! Feb 18, 2022 Federated Learning
— Unverified Sparse-ProxSkip: Accelerated Sparse-to-Sparse Training in Federated Learning May 31, 2024 Federated Learning
— Unverified Pseudo-Data based Self-Supervised Federated Learning for Classification of Histopathological Images May 31, 2022 Contrastive Learning Diagnostic
— Unverified PS-FedGAN: An Efficient Federated Learning Framework Based on Partially Shared Generative Adversarial Networks For Data Privacy May 19, 2023 Federated Learning
— Unverified Public Data-Assisted Mirror Descent for Private Model Training Dec 1, 2021 Federated Learning
— Unverified QA-HFL: Quality-Aware Hierarchical Federated Learning for Resource-Constrained Mobile Devices with Heterogeneous Image Quality Jun 4, 2025 Federated Learning Knowledge Distillation
— Unverified QFAL: Quantum Federated Adversarial Learning Feb 28, 2025 Adversarial Attack Federated Learning
— Unverified QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection Apr 3, 2024 Federated Learning Fraud Detection
— Unverified QLSD: Quantised Langevin stochastic dynamics for Bayesian federated learning Jun 1, 2021 Federated Learning
— Unverified QMGeo: Differentially Private Federated Learning via Stochastic Quantization with Mixed Truncated Geometric Distribution Dec 10, 2023 Federated Learning Quantization
— Unverified Quadratic Functional Encryption for Secure Training in Vertical Federated Learning May 15, 2023 Federated Learning Vertical Federated Learning
— Unverified Communication-Efficient Federated Learning With Data and Client Heterogeneity Jun 20, 2022 Federated Learning
— Unverified QualBench: Benchmarking Chinese LLMs with Localized Professional Qualifications for Vertical Domain Evaluation May 8, 2025 Benchmarking Federated Learning
— Unverified Quality-Adaptive Split-Federated Learning for Segmenting Medical Images with Inaccurate Annotations Apr 28, 2023 Federated Learning Image Segmentation
— Unverified Quality monitoring of federated Covid-19 lesion segmentation Dec 16, 2021 Federated Learning Lesion Segmentation
— Unverified QuanCrypt-FL: Quantized Homomorphic Encryption with Pruning for Secure Federated Learning Nov 8, 2024 Computational Efficiency Federated Learning
— Unverified Quantifying the Impact of Label Noise on Federated Learning Nov 15, 2022 Federated Learning
— Unverified FedLPA: One-shot Federated Learning with Layer-Wise Posterior Aggregation Sep 30, 2023 Federated Learning
Code Code Available FedLoGe: Joint Local and Generic Federated Learning under Long-tailed Data Jan 17, 2024 Federated Learning Personalized Federated Learning
Code Code Available FedLion: Faster Adaptive Federated Optimization with Fewer Communication Feb 15, 2024 Federated Learning
Code Code Available FedLWS: Federated Learning with Adaptive Layer-wise Weight Shrinking Mar 19, 2025 Federated Learning
Code Code Available Wind turbine condition monitoring based on intra- and inter-farm federated learning Sep 5, 2024 Fault Detection Federated Learning
Code Code Available FedLF: Adaptive Logit Adjustment and Feature Optimization in Federated Long-Tailed Learning Sep 18, 2024 Federated Learning
Code Code Available RVE-PFL: Robust Variational Encoder-based Personalised Federated Learning against Model Inversion Attacks Feb 22, 2024 Federated Learning Privacy Preserving
Code Code Available Approximate Gradient Coding for Privacy-Flexible Federated Learning with Non-IID Data Apr 4, 2024 Federated Learning
Code Code Available FedCCRL: Federated Domain Generalization with Cross-Client Representation Learning Oct 15, 2024 Diversity Domain Generalization
Code Code Available FedMAP: Unlocking Potential in Personalized Federated Learning through Bi-Level MAP Optimization May 29, 2024 Federated Learning Personalized Federated Learning
Code Code Available Adaptive Guidance for Local Training in Heterogeneous Federated Learning Oct 9, 2024 Federated Learning
Code Code Available FEDKIM: Adaptive Federated Knowledge Injection into Medical Foundation Models Aug 17, 2024 Federated Learning Mixture-of-Experts
Code Code Available Optimization with Access to Auxiliary Information Jun 1, 2022 Federated Learning Transfer Learning
Code Code Available Knowledge Distillation For Wireless Edge Learning Apr 3, 2021 Cloud Computing Federated Learning
Code Code Available FedKD-hybrid: Federated Hybrid Knowledge Distillation for Lithography Hotspot Detection Jan 7, 2025 Federated Learning Knowledge Distillation
Code Code Available FedIMPUTE: Privacy-Preserving Missing Value Imputation for Multi-Site Heterogeneous Electronic Health Records Aug 22, 2024 Federated Learning Missing Values
Code Code Available FedICT: Federated Multi-task Distillation for Multi-access Edge Computing Jan 1, 2023 Edge-computing Federated Learning
Code Code Available Optimizing Age of Information in Vehicular Edge Computing with Federated Graph Neural Network Multi-Agent Reinforcement Learning Jul 1, 2024 Deep Reinforcement Learning Edge-computing
Code Code Available Knowledge-Enhanced Semi-Supervised Federated Learning for Aggregating Heterogeneous Lightweight Clients in IoT Mar 5, 2023 Federated Learning Network Pruning
Code Code Available FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge Injection Aug 17, 2024 Federated Learning Medical Visual Question Answering
Code Code Available Communication-Efficient Federated Linear and Deep Generalized Canonical Correlation Analysis Sep 25, 2021 Distributed Computing Distributed Optimization
Code Code Available S2FGL: Spatial Spectral Federated Graph Learning Jul 3, 2025 Federated Learning Graph Learning
Code Code Available SparseFed: Mitigating Model Poisoning Attacks in Federated Learning with Sparsification Dec 12, 2021 Federated Learning Model Poisoning
Code Code Available Knowledge-Injected Federated Learning Aug 16, 2022 Federated Learning
Code Code Available KnowledgeSG: Privacy-Preserving Synthetic Text Generation with Knowledge Distillation from Server Oct 8, 2024 Federated Learning Knowledge Distillation
Code Code Available UPFL: Unsupervised Personalized Federated Learning towards New Clients Jul 29, 2023 Federated Learning Knowledge Distillation
Code Code Available Krum Federated Chain (KFC): Using blockchain to defend against adversarial attacks in Federated Learning Feb 10, 2025 Federated Learning image-classification
Code Code Available FedIA: Federated Medical Image Segmentation with Heterogeneous Annotation Completeness Jul 2, 2024 Federated Learning Image Segmentation
Code Code Available FedMHO: Heterogeneous One-Shot Federated Learning Towards Resource-Constrained Edge Devices Feb 12, 2025 Edge-computing Federated Learning
Code Code Available 