FedStaleWeight: Buffered Asynchronous Federated Learning with Fair Aggregation via Staleness Reweighting Jun 5, 2024 Fairness Federated Learning
Code Code Available FedPylot: Navigating Federated Learning for Real-Time Object Detection in Internet of Vehicles Jun 5, 2024 Autonomous Driving Autonomous Vehicles
Code Code Available Towards Federated Domain Unlearning: Verification Methodologies and Challenges Jun 5, 2024 Federated Learning Specificity
— Unverified Optimal Rates for O(1)-Smooth DP-SCO with a Single Epoch and Large Batches Jun 4, 2024 Federated Learning
— Unverified Parameterizing Federated Continual Learning for Reproducible Research Jun 4, 2024 Continual Learning Federated Learning
— Unverified Mixed-Precision Federated Learning via Multi-Precision Over-The-Air Aggregation Jun 4, 2024 Computational Efficiency Edge-computing
— Unverified Federated Class-Incremental Learning with Hierarchical Generative Prototypes Jun 4, 2024 class-incremental learning Class Incremental Learning
— Unverified Improved Modelling of Federated Datasets using Mixtures-of-Dirichlet-Multinomials Jun 4, 2024 Federated Learning
Code Code Available PeFAD: A Parameter-Efficient Federated Framework for Time Series Anomaly Detection Jun 4, 2024 Federated Learning Large Language Model
Code Code Available A Comparative Study of Sampling Methods with Cross-Validation in the FedHome Framework Jun 4, 2024 Federated Learning
— Unverified One-Shot Federated Learning with Bayesian Pseudocoresets Jun 4, 2024 Federated Learning
— Unverified FedDr+: Stabilizing Dot-regression with Global Feature Distillation for Federated Learning Jun 4, 2024 Federated Learning regression
— Unverified Cohort Squeeze: Beyond a Single Communication Round per Cohort in Cross-Device Federated Learning Jun 3, 2024 Federated Learning
— Unverified ACCO: Accumulate While You Communicate for Communication-Overlapped Sharded LLM Training Jun 3, 2024 Distributed Optimization Federated Learning
Code Code Available No Vandalism: Privacy-Preserving and Byzantine-Robust Federated Learning Jun 3, 2024 Federated Learning Model Poisoning
— Unverified Federated Learning-based Collaborative Wideband Spectrum Sensing and Scheduling for UAVs in UTM Systems Jun 3, 2024 Dataset Generation Federated Learning
— Unverified FedAdOb: Privacy-Preserving Federated Deep Learning with Adaptive Obfuscation Jun 3, 2024 Deep Learning Federated Learning
— Unverified Efficient Data Distribution Estimation for Accelerated Federated Learning Jun 3, 2024 Federated Learning Privacy Preserving
— Unverified Asynchronous Multi-Server Federated Learning for Geo-Distributed Clients Jun 3, 2024 Federated Learning image-classification
— Unverified Asynchronous Byzantine Federated Learning Jun 3, 2024 Federated Learning
— Unverified Accelerating Heterogeneous Federated Learning with Closed-form Classifiers Jun 3, 2024 Federated Learning Form
— Unverified A Novel Defense Against Poisoning Attacks on Federated Learning: LayerCAM Augmented with Autoencoder Jun 2, 2024 Federated Learning Model Poisoning
Code Code Available Local Methods with Adaptivity via Scaling Jun 2, 2024 Distributed Optimization Federated Learning
— Unverified SpaFL: Communication-Efficient Federated Learning with Sparse Models and Low computational Overhead Jun 1, 2024 Federated Learning
Code Code Available FedAST: Federated Asynchronous Simultaneous Training Jun 1, 2024 Federated Learning
— Unverified Federated Model Heterogeneous Matryoshka Representation Learning Jun 1, 2024 Federated Learning model
— Unverified Redefining Contributions: Shapley-Driven Federated Learning Jun 1, 2024 Collaborative Fairness Contribution Assessment
Code Code Available Non-Federated Multi-Task Split Learning for Heterogeneous Sources May 31, 2024 Federated Learning image-classification
— Unverified Sheaf HyperNetworks for Personalized Federated Learning May 31, 2024 Federated Learning Molecular Property Prediction
— Unverified ACE: A Model Poisoning Attack on Contribution Evaluation Methods in Federated Learning May 31, 2024 Federated Learning Model Poisoning
— Unverified Sparse-ProxSkip: Accelerated Sparse-to-Sparse Training in Federated Learning May 31, 2024 Federated Learning
— Unverified Share Secrets for Privacy: Confidential Forecasting with Vertical Federated Learning May 31, 2024 Federated Learning Navigate
Code Code Available GI-NAS: Boosting Gradient Inversion Attacks through Adaptive Neural Architecture Search May 31, 2024 Federated Learning Neural Architecture Search
— Unverified GANcrop: A Contrastive Defense Against Backdoor Attacks in Federated Learning May 31, 2024 Contrastive Learning Federated Learning
— Unverified Selective Knowledge Sharing for Personalized Federated Learning Under Capacity Heterogeneity May 31, 2024 Federated Learning Personalized Federated Learning
— Unverified Pursuing Overall Welfare in Federated Learning through Sequential Decision Making May 31, 2024 Decision Making Fairness
Code Code Available SPAM: Stochastic Proximal Point Method with Momentum Variance Reduction for Non-convex Cross-Device Federated Learning May 30, 2024 Federated Learning
— Unverified Gradient Inversion of Federated Diffusion Models May 30, 2024 Federated Learning Privacy Preserving
— Unverified On Vessel Location Forecasting and the Effect of Federated Learning May 30, 2024 Federated Learning
Code Code Available subMFL: Compatiple subModel Generation for Federated Learning in Device Heterogenous Environment May 30, 2024 Federated Learning Model Compression
Code Code Available Federated Learning with Multi-resolution Model Broadcast May 30, 2024 Federated Learning model
— Unverified Enhancing Performance for Highly Imbalanced Medical Data via Data Regularization in a Federated Learning Setting May 30, 2024 Disease Prediction Federated Learning
— Unverified Exploring the Practicality of Federated Learning: A Survey Towards the Communication Perspective May 30, 2024 Federated Learning Privacy Preserving
— Unverified Federated and Transfer Learning for Cancer Detection Based on Image Analysis May 30, 2024 Federated Learning Transfer Learning
— Unverified Cross-Training with Multi-View Knowledge Fusion for Heterogenous Federated Learning May 30, 2024 Federated Learning Representation Learning
— Unverified Block-FeDL: Electric Vehicle Charging Load Forecasting using Federated Learning and Blockchain May 29, 2024 Federated Learning Load Forecasting
— Unverified LoByITFL: Low Communication Secure and Private Federated Learning May 29, 2024 Federated Learning
— Unverified Locally Estimated Global Perturbations are Better than Local Perturbations for Federated Sharpness-aware Minimization May 29, 2024 Federated Learning
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 Optimizing Split Points for Error-Resilient SplitFed Learning May 29, 2024 Federated Learning Image Segmentation
— Unverified 