A Potential Game Perspective in Federated Learning Nov 18, 2024 Federated Learning
Code Code Available Distributed Non-Convex Optimization with Sublinear Speedup under Intermittent Client Availability Feb 18, 2020 Benchmarking Federated Learning
Code Code Available FedCAR: Cross-client Adaptive Re-weighting for Generative Models in Federated Learning Dec 16, 2024 Federated Learning Image Generation
Code Code Available Label Inference Attack against Split Learning under Regression Setting Jan 18, 2023 Federated Learning Inference Attack
Code Code Available FedPH: Privacy-enhanced Heterogeneous Federated Learning Jan 27, 2023 Federated Learning Privacy Preserving
Code Code Available FedHIL: Heterogeneity Resilient Federated Learning for Robust Indoor Localization with Mobile Devices Jul 4, 2023 Federated Learning Indoor Localization
Code Code Available FedCAP: Robust Federated Learning via Customized Aggregation and Personalization Oct 16, 2024 Anomaly Detection Federated Learning
Code Code Available Fed-HeLLo: Efficient Federated Foundation Model Fine-Tuning with Heterogeneous LoRA Allocation Jun 13, 2025 Federated Learning
Code Code Available FedHe: Heterogeneous Models and Communication-Efficient Federated Learning Oct 19, 2021 Federated Learning Knowledge Distillation
Code Code Available FedHarmony: Unlearning Scanner Bias with Distributed Data May 31, 2022 Federated Learning
Code Code Available FedGS: Federated Gradient Scaling for Heterogeneous Medical Image Segmentation Aug 21, 2024 Disentanglement Federated Learning
Code Code Available FedGrad: Mitigating Backdoor Attacks in Federated Learning Through Local Ultimate Gradients Inspection Apr 29, 2023 Backdoor Attack Federated Learning
Code Code Available FedSecurity: Benchmarking Attacks and Defenses in Federated Learning and Federated LLMs Jun 8, 2023 Benchmarking Federated Learning
Code Code Available Distributed Collapsed Gibbs Sampler for Dirichlet Process Mixture Models in Federated Learning Dec 18, 2023 Clustering Federated Learning
Code Code Available FedBug: A Bottom-Up Gradual Unfreezing Framework for Federated Learning Jul 19, 2023 Federated Learning
Code Code Available Label Leakage in Federated Inertial-based Human Activity Recognition May 27, 2025 Activity Recognition Federated Learning
Code Code Available FedLAP-DP: Federated Learning by Sharing Differentially Private Loss Approximations Feb 2, 2023 Federated Learning global-optimization
Code Code Available Label Privacy in Split Learning for Large Models with Parameter-Efficient Training Dec 21, 2024 Federated Learning parameter-efficient fine-tuning
Code Code Available pFedMoE: Data-Level Personalization with Mixture of Experts for Model-Heterogeneous Personalized Federated Learning Feb 2, 2024 Federated Learning Mixture-of-Experts
Code Code Available Attentive Federated Learning for Concept Drift in Distributed 5G Edge Networks Nov 14, 2021 Continual Learning Edge-computing
Code Code Available "You Can't Fix What You Can't Measure": Privately Measuring Demographic Performance Disparities in Federated Learning Jun 24, 2022 Federated Learning
Code Code Available FedBrain-Distill: Communication-Efficient Federated Brain Tumor Classification Using Ensemble Knowledge Distillation on Non-IID Data Sep 9, 2024 Brain Tumor Classification Federated Learning
Code Code Available Safe-EF: Error Feedback for Nonsmooth Constrained Optimization May 9, 2025 Federated Learning
Code Code Available FedBM: Stealing Knowledge from Pre-trained Language Models for Heterogeneous Federated Learning Feb 24, 2025 Federated Learning
Code Code Available FedMRL: Data Heterogeneity Aware Federated Multi-agent Deep Reinforcement Learning for Medical Imaging Jul 8, 2024 Deep Reinforcement Learning Fairness
Code Code Available FedFTN: Personalized Federated Learning with Deep Feature Transformation Network for Multi-institutional Low-count PET Denoising Apr 2, 2023 Denoising Federated Learning
Code Code Available Private Multi-Task Learning: Formulation and Applications to Federated Learning Aug 30, 2021 BIG-bench Machine Learning Distributed Optimization
Code Code Available Private Non-Convex Federated Learning Without a Trusted Server Mar 13, 2022 Federated Learning
Code Code Available LASG: Lazily Aggregated Stochastic Gradients for Communication-Efficient Distributed Learning Feb 26, 2020 Federated Learning
Code Code Available FedMultimodal: A Benchmark For Multimodal Federated Learning Jun 15, 2023 Emotion Recognition Federated Learning
Code Code Available FedFT: Improving Communication Performance for Federated Learning with Frequency Space Transformation Sep 8, 2024 Federated Learning
Code Code Available FedCVT: Semi-supervised Vertical Federated Learning with Cross-view Training Aug 25, 2020 Federated Learning Representation Learning
Code Code Available Differentially Private Stochastic Gradient Descent with Fixed-Size Minibatches: Tighter RDP Guarantees with or without Replacement Aug 19, 2024 Federated Learning LEMMA
Code Code Available FedFOR: Stateless Heterogeneous Federated Learning with First-Order Regularization Sep 21, 2022 Federated Learning
Code Code Available Optimizing the Communication-Accuracy Trade-off in Federated Learning with Rate-Distortion Theory Jan 7, 2022 Federated Learning Quantization
Code Code Available Optimizing the Numbers of Queries and Replies in Federated Learning with Differential Privacy Jul 5, 2021 Federated Learning
Code Code Available Latency Optimization for Wireless Federated Learning in Multihop Networks Jun 8, 2025 Federated Learning
Code Code Available A Novel Optimized Asynchronous Federated Learning Framework Nov 18, 2021 Federated Learning
Code Code Available Improving Differentially Private SGD via Randomly Sparsified Gradients Dec 1, 2021 Federated Learning
Code Code Available A Novel Defense Against Poisoning Attacks on Federated Learning: LayerCAM Augmented with Autoencoder Jun 2, 2024 Federated Learning Model Poisoning
Code Code Available FedFetch: Faster Federated Learning with Adaptive Downstream Prefetching Apr 21, 2025 Federated Learning
Code Code Available Layer-wise Linear Mode Connectivity Jul 13, 2023 Federated Learning Linear Mode Connectivity
Code Code Available Use of Air Quality Sensor Network Data for Real-time Pollution-Aware POI Suggestion Feb 13, 2025 Collaborative Filtering Decision Making
Code Code Available BROADCAST: Reducing Both Stochastic and Compression Noise to Robustify Communication-Efficient Federated Learning Apr 14, 2021 Federated Learning
Code Code Available Personalizing Federated Instrument Segmentation with Visual Trait Priors in Robotic Surgery Aug 6, 2024 Disentanglement Federated Learning
Code Code Available FedBKD: Distilled Federated Learning to Embrace Gerneralization and Personalization on Non-IID Data Jun 25, 2025 Federated Learning Knowledge Distillation
Code Code Available FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks Apr 18, 2021 Benchmarking Federated Learning
Code Code Available Differentially private partitioned variational inference Sep 23, 2022 Federated Learning Privacy Preserving
Code Code Available Whole-brain radiomics for clustered federated personalization in brain tumor segmentation Oct 17, 2023 Brain Tumor Segmentation Federated Learning
Code Code Available FedAVO: Improving Communication Efficiency in Federated Learning with African Vultures Optimizer May 2, 2023 Federated Learning
Code Code Available 