Lightweight Industrial Cohorted Federated Learning for Heterogeneous Assets Jul 25, 2024 Federated Learning
— Unverified Spiking Neural Networks in Vertical Federated Learning: Performance Trade-offs Jul 24, 2024 Federated Learning Vertical Federated Learning
— Unverified SFPrompt: Communication-Efficient Split Federated Fine-Tuning for Large Pre-Trained Models over Resource-Limited Devices Jul 24, 2024 Federated Learning Privacy Preserving
— Unverified A Hybrid Federated Kernel Regularized Least Squares Algorithm Jul 24, 2024 Federated Learning Privacy Preserving
— Unverified Federated Automatic Latent Variable Selection in Multi-output Gaussian Processes Jul 24, 2024 Federated Learning Gaussian Processes
— Unverified Federated Learning for Face Recognition via Intra-subject Self-supervised Learning Jul 23, 2024 Face Recognition Federated Learning
— Unverified Theoretical Analysis of Privacy Leakage in Trustworthy Federated Learning: A Perspective from Linear Algebra and Optimization Theory Jul 23, 2024 Federated Learning Privacy Preserving
— Unverified On ADMM in Heterogeneous Federated Learning: Personalization, Robustness, and Fairness Jul 23, 2024 Fairness Federated Learning
Code Code Available COALA: A Practical and Vision-Centric Federated Learning Platform Jul 23, 2024 Benchmarking Continual Learning
Code Code Available Tackling Feature-Classifier Mismatch in Federated Learning via Prompt-Driven Feature Transformation Jul 23, 2024 Contrastive Learning Federated Learning
— Unverified Resource-Efficient Federated Multimodal Learning via Layer-wise and Progressive Training Jul 22, 2024 Federated Learning Privacy Preserving
— Unverified A New Theoretical Perspective on Data Heterogeneity in Federated Optimization Jul 22, 2024 Federated Learning
— Unverified A Life-long Learning Intrusion Detection System for 6G-Enabled IoV Jul 22, 2024 class-incremental learning Class Incremental Learning
— Unverified Tackling Selfish Clients in Federated Learning Jul 22, 2024 Federated Learning
Code Code Available The Diversity Bonus: Learning from Dissimilar Distributed Clients in Personalized Federated Learning Jul 22, 2024 Diversity Federated Learning
— Unverified Poisoning with A Pill: Circumventing Detection in Federated Learning Jul 22, 2024 Federated Learning
— Unverified Privacy-Preserving Multi-Center Differential Protein Abundance Analysis with FedProt Jul 21, 2024 Federated Learning Privacy Preserving
— Unverified PUFFLE: Balancing Privacy, Utility, and Fairness in Federated Learning Jul 21, 2024 Fairness Federated Learning
Code Code Available Decentralized Federated Anomaly Detection in Smart Grids: A P2P Gossip Approach Jul 20, 2024 Anomaly Detection Federated Learning
— Unverified Addressing Data Heterogeneity in Federated Learning of Cox Proportional Hazards Models Jul 20, 2024 Diversity Epidemiology
— Unverified FedPartWhole: Federated domain generalization via consistent part-whole hierarchies Jul 20, 2024 Domain Generalization Federated Learning
— Unverified Universal Medical Imaging Model for Domain Generalization with Data Privacy Jul 20, 2024 Domain Generalization Federated Learning
— Unverified Universally Harmonizing Differential Privacy Mechanisms for Federated Learning: Boosting Accuracy and Convergence Jul 20, 2024 Federated Learning
Code Code Available Where is the Testbed for my Federated Learning Research? Jul 19, 2024 Federated Learning
— Unverified Personalized Multi-tier Federated Learning Jul 19, 2024 Federated Learning Personalized Federated Learning
Code Code Available Privacy-preserving gradient-based fair federated learning Jul 18, 2024 Collaborative Fairness Fairness
— Unverified Proof-of-Collaborative-Learning: A Multi-winner Federated Learning Consensus Algorithm Jul 17, 2024 Federated Learning
Code Code Available A Framework for testing Federated Learning algorithms using an edge-like environment Jul 17, 2024 Edge-computing Federated Learning
Code Code Available Individualized Federated Learning for Traffic Prediction with Error Driven Aggregation Jul 17, 2024 Federated Learning Prediction
Code Code Available CDFL: Efficient Federated Human Activity Recognition using Contrastive Learning and Deep Clustering Jul 17, 2024 Activity Recognition Clustering
— Unverified Jigsaw Game: Federated Clustering Jul 17, 2024 Clustering Federated Learning
— Unverified Proximity-based Self-Federated Learning Jul 17, 2024 Edge-computing Federated Learning
— Unverified Non-parametric regularization for class imbalance federated medical image classification Jul 17, 2024 Federated Learning image-classification
Code Code Available Private and Federated Stochastic Convex Optimization: Efficient Strategies for Centralized Systems Jul 17, 2024 Federated Learning Stochastic Optimization
— Unverified Comparing Federated Stochastic Gradient Descent and Federated Averaging for Predicting Hospital Length of Stay Jul 17, 2024 Federated Learning
— Unverified Federated Learning Forecasting for Strengthening Grid Reliability and Enabling Markets for Resilience Jul 16, 2024 Federated Learning
— Unverified Detection of Global Anomalies on Distributed IoT Edges with Device-to-Device Communication Jul 16, 2024 Anomaly Detection Federated Learning
— Unverified CCVA-FL: Cross-Client Variations Adaptive Federated Learning for Medical Imaging Jul 16, 2024 Diversity Federated Learning
— Unverified Probing the Efficacy of Federated Parameter-Efficient Fine-Tuning of Vision Transformers for Medical Image Classification Jul 16, 2024 Federated Learning image-classification
— Unverified R-SFLLM: Jamming Resilient Framework for Split Federated Learning with Large Language Models Jul 16, 2024 Federated Learning Scheduling
— Unverified Partner in Crime: Boosting Targeted Poisoning Attacks against Federated Learning Jul 13, 2024 Data Poisoning Federated Learning
— Unverified Harvesting Private Medical Images in Federated Learning Systems with Crafted Models Jul 13, 2024 Federated Learning Privacy Preserving
— Unverified Overcoming Catastrophic Forgetting in Federated Class-Incremental Learning via Federated Global Twin Generator Jul 13, 2024 class-incremental learning Class Incremental Learning
— Unverified Combining Federated Learning and Control: A Survey Jul 12, 2024 Decision Making Federated Learning
— Unverified Private Heterogeneous Federated Learning Without a Trusted Server Revisited: Error-Optimal and Communication-Efficient Algorithms for Convex Losses Jul 12, 2024 Federated Learning
— Unverified BoBa: Boosting Backdoor Detection through Data Distribution Inference in Federated Learning Jul 12, 2024 Anomaly Detection Backdoor Attack
— Unverified Novel clustered federated learning based on local loss Jul 12, 2024 Clustering Federated Learning
Code Code Available Multi-Modal Dataset Creation for Federated Learning with DICOM Structured Reports Jul 12, 2024 Data Integration Federated Learning
— Unverified Provable Privacy Advantages of Decentralized Federated Learning via Distributed Optimization Jul 12, 2024 Distributed Optimization Federated Learning
— Unverified FedVAE: Trajectory privacy preserving based on Federated Variational AutoEncoder Jul 12, 2024 Federated Learning Privacy Preserving
— Unverified 