Poisoning with A Pill: Circumventing Detection in Federated Learning Jul 22, 2024 Federated Learning
— Unverified Tackling Selfish Clients in Federated Learning Jul 22, 2024 Federated Learning
Code Code Available Resource-Efficient Federated Multimodal Learning via Layer-wise and Progressive Training Jul 22, 2024 Federated Learning Privacy Preserving
— Unverified The Diversity Bonus: Learning from Dissimilar Distributed Clients in Personalized Federated Learning Jul 22, 2024 Diversity 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 Addressing Data Heterogeneity in Federated Learning of Cox Proportional Hazards Models Jul 20, 2024 Diversity Epidemiology
— 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 Decentralized Federated Anomaly Detection in Smart Grids: A P2P Gossip Approach Jul 20, 2024 Anomaly Detection Federated Learning
— Unverified FedPartWhole: Federated domain generalization via consistent part-whole hierarchies Jul 20, 2024 Domain Generalization Federated Learning
— Unverified 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 CDFL: Efficient Federated Human Activity Recognition using Contrastive Learning and Deep Clustering Jul 17, 2024 Activity Recognition Clustering
— Unverified Proof-of-Collaborative-Learning: A Multi-winner Federated Learning Consensus Algorithm Jul 17, 2024 Federated Learning
Code Code Available Individualized Federated Learning for Traffic Prediction with Error Driven Aggregation Jul 17, 2024 Federated Learning Prediction
Code Code Available Non-parametric regularization for class imbalance federated medical image classification Jul 17, 2024 Federated Learning image-classification
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 Comparing Federated Stochastic Gradient Descent and Federated Averaging for Predicting Hospital Length of Stay Jul 17, 2024 Federated Learning
— Unverified Proximity-based Self-Federated Learning Jul 17, 2024 Edge-computing Federated Learning
— Unverified Private and Federated Stochastic Convex Optimization: Efficient Strategies for Centralized Systems Jul 17, 2024 Federated Learning Stochastic Optimization
— Unverified Jigsaw Game: Federated Clustering Jul 17, 2024 Clustering 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 CCVA-FL: Cross-Client Variations Adaptive Federated Learning for Medical Imaging Jul 16, 2024 Diversity 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 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 BoBa: Boosting Backdoor Detection through Data Distribution Inference in Federated Learning Jul 12, 2024 Anomaly Detection Backdoor Attack
— Unverified FedVAE: Trajectory privacy preserving based on Federated Variational AutoEncoder Jul 12, 2024 Federated Learning Privacy Preserving
— 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 Novel clustered federated learning based on local loss Jul 12, 2024 Clustering Federated Learning
Code Code Available Provable Privacy Advantages of Decentralized Federated Learning via Distributed Optimization Jul 12, 2024 Distributed Optimization Federated Learning
— Unverified Combining Federated Learning and Control: A Survey Jul 12, 2024 Decision Making Federated Learning
— Unverified Multi-Modal Dataset Creation for Federated Learning with DICOM Structured Reports Jul 12, 2024 Data Integration Federated Learning
— Unverified Federated Learning and AI Regulation in the European Union: Who is Responsible? -- An Interdisciplinary Analysis Jul 11, 2024 Federated Learning
— Unverified FedLog: Personalized Federated Classification with Less Communication and More Flexibility Jul 11, 2024 Bayesian Inference Federated Learning
— Unverified Distributed Deep Reinforcement Learning Based Gradient Quantization for Federated Learning Enabled Vehicle Edge Computing Jul 11, 2024 Deep Reinforcement Learning Edge-computing
— Unverified Privacy-Preserving Data Deduplication for Enhancing Federated Learning of Language Models (Extended Version) Jul 11, 2024 Federated Learning Privacy Preserving
Code Code Available Feature Diversification and Adaptation for Federated Domain Generalization Jul 11, 2024 Domain Generalization Federated Learning
— Unverified Real World Federated Learning with a Knowledge Distilled Transformer for Cardiac CT Imaging Jul 10, 2024 Federated Learning Partially Labeled Datasets
Code Code Available FUNAvg: Federated Uncertainty Weighted Averaging for Datasets with Diverse Labels Jul 10, 2024 Federated Learning Privacy Preserving
Code Code Available A Differentially Private Blockchain-Based Approach for Vertical Federated Learning Jul 9, 2024 Federated Learning Vertical Federated Learning
Code Code Available Bayesian Federated Learning with Hamiltonian Monte Carlo: Algorithm and Theory Jul 9, 2024 Federated Learning parameter estimation
— Unverified Tracing Back the Malicious Clients in Poisoning Attacks to Federated Learning Jul 9, 2024 Federated Learning
— Unverified Trust and Resilience in Federated Learning Through Smart Contracts Enabled Decentralized Systems Jul 9, 2024 Federated Learning
— Unverified Stabilized Proximal-Point Methods for Federated Optimization Jul 9, 2024 Federated Learning
Code Code Available 