Gradient-Congruity Guided Federated Sparse Training May 2, 2024 Edge-computing Federated Learning
— Unverified Navigating Heterogeneity and Privacy in One-Shot Federated Learning with Diffusion Models May 2, 2024 Federated Learning
— Unverified Poisoning Attacks on Federated Learning for Autonomous Driving May 2, 2024 Autonomous Driving Federated Learning
— Unverified Recovering Labels from Local Updates in Federated Learning May 2, 2024 Federated Learning
— Unverified Sharp Bounds for Sequential Federated Learning on Heterogeneous Data May 2, 2024 Federated Learning
Code Code Available Robust Decentralized Learning with Local Updates and Gradient Tracking May 2, 2024 Adversarial Robustness Edge-computing
— Unverified WHALE-FL: Wireless and Heterogeneity Aware Latency Efficient Federated Learning over Mobile Devices via Adaptive Subnetwork Scheduling May 1, 2024 Federated Learning Scheduling
— Unverified Quantum Federated Learning Experiments in the Cloud with Data Encoding May 1, 2024 Federated Learning
— Unverified Enhancing Mutual Trustworthiness in Federated Learning for Data-Rich Smart Cities May 1, 2024 Federated Learning Privacy Preserving
— Unverified Employing Federated Learning for Training Autonomous HVAC Systems May 1, 2024 Federated Learning reinforcement-learning
— Unverified Swarm Learning: A Survey of Concepts, Applications, and Trends May 1, 2024 Federated Learning Management
— Unverified Trust Driven On-Demand Scheme for Client Deployment in Federated Learning May 1, 2024 Federated Learning
— Unverified Detection of ransomware attacks using federated learning based on the CNN model May 1, 2024 Federated Learning
— Unverified PackVFL: Efficient HE Packing for Vertical Federated Learning May 1, 2024 Federated Learning Vertical Federated Learning
— Unverified FMLFS: A Federated Multi-Label Feature Selection Based on Information Theory in IoT Environment May 1, 2024 feature selection Federated Learning
— Unverified Federated Graph Learning for EV Charging Demand Forecasting with Personalization Against Cyberattacks Apr 30, 2024 Demand Forecasting Federated Learning
— Unverified URVFL: Undetectable Data Reconstruction Attack on Vertical Federated Learning Apr 30, 2024 Federated Learning Reconstruction Attack
Code Code Available Let's Focus: Focused Backdoor Attack against Federated Transfer Learning Apr 30, 2024 Backdoor Attack Dataset Distillation
— Unverified Fairness Without Demographics in Human-Centered Federated Learning Apr 30, 2024 Fairness Federated Learning
— Unverified An Aggregation-Free Federated Learning for Tackling Data Heterogeneity Apr 29, 2024 Federated Learning
— Unverified On the Impact of Data Heterogeneity in Federated Learning Environments with Application to Healthcare Networks Apr 29, 2024 Benchmarking Federated Learning
— Unverified Bridging Data Barriers among Participants: Assessing the Potential of Geoenergy through Federated Learning Apr 29, 2024 Bayesian Optimization Binary Classification
— Unverified A Universal Metric of Dataset Similarity for Cross-silo Federated Learning Apr 29, 2024 Federated Learning Privacy Preserving
Code Code Available FeDeRA:Efficient Fine-tuning of Language Models in Federated Learning Leveraging Weight Decomposition Apr 29, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified Joint Energy and Latency Optimization in Federated Learning over Cell-Free Massive MIMO Networks Apr 28, 2024 Federated Learning
— Unverified Energy-Efficient Federated Learning in Cooperative Communication within Factory Subnetworks Apr 27, 2024 Federated Learning
— Unverified FedCRL: Personalized Federated Learning with Contrastive Shared Representations for Label Heterogeneity in Non-IID Data Apr 27, 2024 Contrastive Learning Distributed Computing
— Unverified pFedAFM: Adaptive Feature Mixture for Batch-Level Personalization in Heterogeneous Federated Learning Apr 27, 2024 Federated Learning Personalized Federated Learning
Code Code Available TabVFL: Improving Latent Representation in Vertical Federated Learning Apr 27, 2024 Federated Learning Representation Learning
— Unverified Personalized Federated Learning via Sequential Layer Expansion in Representation Learning Apr 27, 2024 Federated Learning Personalized Federated Learning
— Unverified From Optimization to Generalization: Fair Federated Learning against Quality Shift via Inter-Client Sharpness Matching Apr 27, 2024 Fairness Federated Learning
Code Code Available Privacy-Preserving Aggregation for Decentralized Learning with Byzantine-Robustness Apr 27, 2024 Federated Learning Privacy Preserving
— Unverified Federated Learning and Differential Privacy Techniques on Multi-hospital Population-scale Electrocardiogram Data Apr 26, 2024 ECG Classification Federated Learning
Code Code Available Beyond Traditional Threats: A Persistent Backdoor Attack on Federated Learning Apr 26, 2024 Backdoor Attack Federated Learning
Code Code Available Federated Learning for Blind Image Super-Resolution Apr 26, 2024 Federated Learning Image Super-Resolution
— Unverified On the Federated Learning Framework for Cooperative Perception Apr 26, 2024 Autonomous Vehicles Decision Making
— Unverified Differentially Private Federated Learning: Servers Trustworthiness, Estimation, and Statistical Inference Apr 25, 2024 Federated Learning
— Unverified FedStyle: Style-Based Federated Learning Crowdsourcing Framework for Art Commissions Apr 25, 2024 Contrastive Learning Federated Learning
Code Code Available FedSI: Federated Subnetwork Inference for Efficient Uncertainty Quantification Apr 24, 2024 Federated Learning Personalized Federated Learning
— Unverified Brain Storm Optimization Based Swarm Learning for Diabetic Retinopathy Image Classification Apr 24, 2024 Federated Learning image-classification
— Unverified An Element-Wise Weights Aggregation Method for Federated Learning Apr 24, 2024 Federated Learning
Code Code Available Blind Federated Learning without initial model Apr 24, 2024 Federated Learning model
— Unverified Federated Learning with Only Positive Labels by Exploring Label Correlations Apr 24, 2024 Federated Learning Multi-Label Classification
— Unverified Decentralized Personalized Federated Learning based on a Conditional Sparse-to-Sparser Scheme Apr 24, 2024 Federated Learning Personalized Federated Learning
Code Code Available Collaborative Heterogeneous Causal Inference Beyond Meta-analysis Apr 24, 2024 Causal Inference Density Estimation
— Unverified Advances and Open Challenges in Federated Foundation Models Apr 23, 2024 Computational Efficiency Federated Learning
— Unverified FL-TAC: Enhanced Fine-Tuning in Federated Learning via Low-Rank, Task-Specific Adapter Clustering Apr 23, 2024 Clustering Federated Learning
— Unverified FedGreen: Carbon-aware Federated Learning with Model Size Adaptation Apr 23, 2024 Federated Learning Model Compression
— Unverified Employing Layerwised Unsupervised Learning to Lessen Data and Loss Requirements in Forward-Forward Algorithms Apr 23, 2024 Deep Learning Federated Learning
— Unverified Fin-Fed-OD: Federated Outlier Detection on Financial Tabular Data Apr 23, 2024 Anomaly Detection Federated Learning
— Unverified 