Robust Decentralized Learning with Local Updates and Gradient Tracking May 2, 2024 Adversarial Robustness Edge-computing
— Unverified Privacy-aware Berrut Approximated Coded Computing for Federated Learning May 2, 2024 Distributed Computing Federated Learning
— Unverified Poisoning Attacks on Federated Learning for Autonomous Driving May 2, 2024 Autonomous Driving Federated Learning
— Unverified Sharp Bounds for Sequential Federated Learning on Heterogeneous Data May 2, 2024 Federated Learning
Code Code Available Gradient-Congruity Guided Federated Sparse Training May 2, 2024 Edge-computing Federated Learning
— Unverified Swarm Learning: A Survey of Concepts, Applications, and Trends May 1, 2024 Federated Learning Management
— 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 Quantum Federated Learning Experiments in the Cloud with Data Encoding May 1, 2024 Federated Learning
— 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 FMLFS: A Federated Multi-Label Feature Selection Based on Information Theory in IoT Environment May 1, 2024 feature selection 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 Trust Driven On-Demand Scheme for Client Deployment in Federated Learning May 1, 2024 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 Federated Graph Learning for EV Charging Demand Forecasting with Personalization Against Cyberattacks Apr 30, 2024 Demand Forecasting Federated Learning
— Unverified Fairness Without Demographics in Human-Centered Federated Learning Apr 30, 2024 Fairness 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 An Aggregation-Free Federated Learning for Tackling Data Heterogeneity Apr 29, 2024 Federated Learning
— 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 Privacy-Preserving Aggregation for Decentralized Learning with Byzantine-Robustness Apr 27, 2024 Federated Learning Privacy Preserving
— Unverified Personalized Federated Learning via Sequential Layer Expansion in Representation Learning Apr 27, 2024 Federated Learning Personalized Federated Learning
— 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 FedCRL: Personalized Federated Learning with Contrastive Shared Representations for Label Heterogeneity in Non-IID Data Apr 27, 2024 Contrastive Learning Distributed Computing
— Unverified Federated Learning for Blind Image Super-Resolution Apr 26, 2024 Federated Learning Image Super-Resolution
— Unverified Federated Learning and Differential Privacy Techniques on Multi-hospital Population-scale Electrocardiogram Data Apr 26, 2024 ECG Classification Federated Learning
Code Code Available 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 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 Federated Learning with Only Positive Labels by Exploring Label Correlations Apr 24, 2024 Federated Learning Multi-Label Classification
— Unverified Advances and Open Challenges in Federated Foundation Models Apr 23, 2024 Computational Efficiency Federated Learning
— Unverified Employing Layerwised Unsupervised Learning to Lessen Data and Loss Requirements in Forward-Forward Algorithms Apr 23, 2024 Deep Learning Federated Learning
— Unverified Leverage Variational Graph Representation For Model Poisoning on Federated Learning Apr 23, 2024 Federated Learning Model Poisoning
Code Code Available FLARE: A New Federated Learning Framework with Adjustable Learning Rates over Resource-Constrained Wireless Networks Apr 23, 2024 Federated Learning Scheduling
— Unverified FedGreen: Carbon-aware Federated Learning with Model Size Adaptation Apr 23, 2024 Federated Learning Model Compression
— Unverified Fin-Fed-OD: Federated Outlier Detection on Financial Tabular Data Apr 23, 2024 Anomaly Detection 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 Dual Model Replacement:invisible Multi-target Backdoor Attack based on Federal Learning Apr 22, 2024 Backdoor Attack Data Poisoning
— Unverified 