Efficient Personalized Federated Learning via Sparse Model-Adaptation May 4, 2023 Federated Learning model
Code Code Available Can Fair Federated Learning reduce the need for Personalisation? May 4, 2023 Federated Learning
— Unverified FedCBO: Reaching Group Consensus in Clustered Federated Learning through Consensus-based Optimization May 4, 2023 Federated Learning global-optimization
Code Code Available Incentivising the federation: gradient-based metrics for data selection and valuation in private decentralised training May 4, 2023 Federated Learning
— Unverified Federated Ensemble-Directed Offline Reinforcement Learning May 4, 2023 continuous-control Continuous Control
Code Code Available LESS-VFL: Communication-Efficient Feature Selection for Vertical Federated Learning May 3, 2023 feature selection Federated Learning
— Unverified A Data-Driven Defense against Edge-case Model Poisoning Attacks on Federated Learning May 3, 2023 Federated Learning Model Poisoning
— Unverified Efficient Federated Learning with Enhanced Privacy via Lottery Ticket Pruning in Edge Computing May 2, 2023 Edge-computing Federated Learning
— Unverified FedAVO: Improving Communication Efficiency in Federated Learning with African Vultures Optimizer May 2, 2023 Federated Learning
Code Code Available Federated Neural Radiance Fields May 2, 2023 Federated Learning NeRF
Code Code Available DABS: Data-Agnostic Backdoor attack at the Server in Federated Learning May 2, 2023 Backdoor Attack Federated Learning
— Unverified DepthFL: Depthwise Federated Learning for Heterogeneous Clients May 1, 2023 Federated Learning
— Unverified Personalized Federated Learning under Mixture of Distributions May 1, 2023 Federated Learning Personalized Federated Learning
Code Code Available Scalable Data Point Valuation in Decentralized Learning May 1, 2023 Data Valuation Federated Learning
Code Code Available FCA: Taming Long-tailed Federated Medical Image Classification by Classifier Anchoring May 1, 2023 Federated Learning image-classification
Code Code Available Towards the Flatter Landscape and Better Generalization in Federated Learning under Client-level Differential Privacy May 1, 2023 Federated Learning
Code Code Available Green Federated Learning Over Cloud-RAN with Limited Fronthual Capacity and Quantized Neural Networks Apr 30, 2023 Federated Learning
— Unverified Optimizing Privacy, Utility and Efficiency in Constrained Multi-Objective Federated Learning Apr 29, 2023 Fairness Federated Learning
— Unverified FedGrad: Mitigating Backdoor Attacks in Federated Learning Through Local Ultimate Gradients Inspection Apr 29, 2023 Backdoor Attack Federated Learning
Code Code Available Reveal Your Images: Gradient Leakage Attack against Unbiased Sampling-Based Secure Aggregation Apr 28, 2023 Federated Learning
Code Code Available Client Recruitment for Federated Learning in ICU Length of Stay Prediction Apr 28, 2023 Federated Learning Length-of-Stay prediction
Code Code Available Quality-Adaptive Split-Federated Learning for Segmenting Medical Images with Inaccurate Annotations Apr 28, 2023 Federated Learning Image Segmentation
— Unverified Hyperparameter Optimization through Neural Network Partitioning Apr 28, 2023 Federated Learning Hyperparameter Optimization
— Unverified Hierarchical and Decentralised Federated Learning Apr 28, 2023 energy management Federated Learning
— Unverified Maximizing Model Generalization for Machine Condition Monitoring with Self-Supervised Learning and Federated Learning Apr 27, 2023 Domain Adaptation Federated Learning
— Unverified Federated Learning with Uncertainty-Based Client Clustering for Fleet-Wide Fault Diagnosis Apr 26, 2023 Clustering Fault Diagnosis
Code Code Available Secure Communication Model For Quantum Federated Learning: A Post Quantum Cryptography (PQC) Framework Apr 26, 2023 Federated Learning
Code Code Available FedVS: Straggler-Resilient and Privacy-Preserving Vertical Federated Learning for Split Models Apr 26, 2023 Federated Learning Privacy Preserving
— Unverified Bayesian Federated Learning: A Survey Apr 26, 2023 Federated Learning Privacy Preserving
— Unverified Mobilizing Personalized Federated Learning in Infrastructure-Less and Heterogeneous Environments via Random Walk Stochastic ADMM Apr 25, 2023 Federated Learning Personalized Federated Learning
— Unverified User-Centric Federated Learning: Trading off Wireless Resources for Personalization Apr 25, 2023 Federated Learning Privacy Preserving
— Unverified Chameleon: Adapting to Peer Images for Planting Durable Backdoors in Federated Learning Apr 25, 2023 Contrastive Learning Federated Learning
Code Code Available Blockchain-based Federated Learning with Secure Aggregation in Trusted Execution Environment for Internet-of-Things Apr 25, 2023 Federated Learning
— Unverified Fed-BioMed: Open, Transparent and Trusted Federated Learning for Real-world Healthcare Applications Apr 24, 2023 Federated Learning
Code Code Available More Communication Does Not Result in Smaller Generalization Error in Federated Learning Apr 24, 2023 Federated Learning
— Unverified FedPIDAvg: A PID controller inspired aggregation method for Federated Learning Apr 24, 2023 Federated Learning Tumor Segmentation
— Unverified Multi-Source to Multi-Target Decentralized Federated Domain Adaptation Apr 24, 2023 Domain Adaptation Federated Learning
— Unverified Personalized Federated Learning via Gradient Modulation for Heterogeneous Text Summarization Apr 23, 2023 Federated Learning Personalized Federated Learning
— Unverified Universal Adversarial Backdoor Attacks to Fool Vertical Federated Learning in Cloud-Edge Collaboration Apr 22, 2023 Binary Classification Federated Learning
— Unverified Breaching FedMD: Image Recovery via Paired-Logits Inversion Attack Apr 22, 2023 Federated Learning
Code Code Available Denial-of-Service or Fine-Grained Control: Towards Flexible Model Poisoning Attacks on Federated Learning Apr 21, 2023 Federated Learning Model Poisoning
— Unverified Joint Client Assignment and UAV Route Planning for Indirect-Communication Federated Learning Apr 21, 2023 Federated Learning
— Unverified Federated Learning for Predictive Maintenance and Quality Inspection in Industrial Applications Apr 21, 2023 Federated Learning
— Unverified Get Rid Of Your Trail: Remotely Erasing Backdoors in Federated Learning Apr 20, 2023 Federated Learning image-classification
— Unverified Federated Compositional Deep AUC Maximization Apr 20, 2023 Federated Learning
— Unverified Model Pruning Enables Localized and Efficient Federated Learning for Yield Forecasting and Data Sharing Apr 19, 2023 Federated Learning Network Pruning
— Unverified Federated Alternate Training (FAT): Leveraging Unannotated Data Silos in Federated Segmentation for Medical Imaging Apr 18, 2023 Federated Learning Segmentation
— Unverified BadVFL: Backdoor Attacks in Vertical Federated Learning Apr 18, 2023 Backdoor Attack Federated Learning
— Unverified Learning to Transmit with Provable Guarantees in Wireless Federated Learning Apr 18, 2023 Federated Learning
Code Code Available Joint Age-based Client Selection and Resource Allocation for Communication-Efficient Federated Learning over NOMA Networks Apr 18, 2023 Federated Learning
— Unverified 