Budgeted Online Model Selection and Fine-Tuning via Federated Learning Jan 19, 2024 Federated Learning Model Selection
— Unverified Starlit: Privacy-Preserving Federated Learning to Enhance Financial Fraud Detection Jan 19, 2024 Federated Learning Fraud Detection
— Unverified Communication Efficient and Provable Federated Unlearning Jan 19, 2024 Federated Learning
Code Code Available Foundation Models in Federated Learning: Assessing Backdoor Vulnerabilities Jan 18, 2024 Federated Learning Privacy Preserving
— Unverified Hierarchical Federated Learning in Multi-hop Cluster-Based VANETs Jan 18, 2024 Clustering Diversity
Code Code Available Mobility Accelerates Learning: Convergence Analysis on Hierarchical Federated Learning in Vehicular Networks Jan 18, 2024 Federated Learning Privacy Preserving
— Unverified Improving Local Training in Federated Learning via Temperature Scaling Jan 18, 2024 Federated Learning
— Unverified Cooperative Edge Caching Based on Elastic Federated and Multi-Agent Deep Reinforcement Learning in Next-Generation Network Jan 18, 2024 Deep Reinforcement Learning Federated Learning
Code Code Available Communication-Efficient Personalized Federated Learning for Speech-to-Text Tasks Jan 18, 2024 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Federated Unlearning for Human Activity Recognition Jan 17, 2024 Activity Recognition Federated Learning
— Unverified Technical Report: On the Convergence of Gossip Learning in the Presence of Node Inaccessibility Jan 17, 2024 Federated Learning
— Unverified Risk-Aware Accelerated Wireless Federated Learning with Heterogeneous Clients Jan 17, 2024 Federated Learning
— Unverified A GAN-based data poisoning framework against anomaly detection in vertical federated learning Jan 17, 2024 Anomaly Detection Data Poisoning
— Unverified FedLoGe: Joint Local and Generic Federated Learning under Long-tailed Data Jan 17, 2024 Federated Learning Personalized Federated Learning
Code Code Available Security and Privacy Issues and Solutions in Federated Learning for Digital Healthcare Jan 16, 2024 Federated Learning
— Unverified Over-the-Air Federated Learning with Phase Noise: Analysis and Countermeasures Jan 16, 2024 Federated Learning
— Unverified HierSFL: Local Differential Privacy-aided Split Federated Learning in Mobile Edge Computing Jan 16, 2024 Edge-computing Federated Learning
— Unverified ADVENT: Attack/Anomaly Detection in VANETs Jan 16, 2024 Anomaly Detection Federated Learning
— Unverified Personalized Federated Learning of Probabilistic Models: A PAC-Bayesian Approach Jan 16, 2024 Federated Learning Generalization Bounds
— Unverified Learn What You Need in Personalized Federated Learning Jan 16, 2024 Federated Learning image-classification
Code Code Available Towards Efficient and Certified Recovery from Poisoning Attacks in Federated Learning Jan 16, 2024 Federated Learning
— Unverified DISTINQT: A Distributed Privacy Aware Learning Framework for QoS Prediction for Future Mobile and Wireless Networks Jan 15, 2024 Federated Learning Prediction
— Unverified Vertical Federated Image Segmentation Jan 15, 2024 Feature Compression Federated Learning
— Unverified Only Send What You Need: Learning to Communicate Efficiently in Federated Multilingual Machine Translation Jan 15, 2024 Federated Learning Machine Translation
— Unverified Joint Probability Selection and Power Allocation for Federated Learning Jan 15, 2024 Federated Learning
— Unverified Formal Logic Enabled Personalized Federated Learning Through Property Inference Jan 15, 2024 Federated Learning Formal Logic
— Unverified Quantum Privacy Aggregation of Teacher Ensembles (QPATE) for Privacy-preserving Quantum Machine Learning Jan 15, 2024 Federated Learning Privacy Preserving
— Unverified Efficient Wireless Federated Learning via Low-Rank Gradient Factorization Jan 15, 2024 Federated Learning Low-rank compression
Code Code Available FedRFQ: Prototype-Based Federated Learning with Reduced Redundancy, Minimal Failure, and Enhanced Quality Jan 15, 2024 Federated Learning
— Unverified The Effects of Data Imbalance Under a Federated Learning Approach for Credit Risk Forecasting Jan 14, 2024 Federated Learning Privacy Preserving
— Unverified Gradient Coreset for Federated Learning Jan 13, 2024 Federated Learning
Code Code Available FedDriveScore: Federated Scoring Driving Behavior with a Mixture of Metric Distributions Jan 13, 2024 Fairness Federated Learning
— Unverified Heterogeneous LoRA for Federated Fine-tuning of On-Device Foundation Models Jan 12, 2024 Federated Learning Privacy Preserving
— Unverified Intelligent Data-Driven Architectural Features Orchestration for Network Slicing Jan 12, 2024 Federated Learning
— Unverified Decentralized Gossip Mutual Learning (GML) for automatic head and neck tumor segmentation Jan 11, 2024 Federated Learning Tumor Segmentation
— Unverified FedTabDiff: Federated Learning of Diffusion Probabilistic Models for Synthetic Mixed-Type Tabular Data Generation Jan 11, 2024 Attribute Denoising
Code Code Available Congruent Learning for Self-Regulated Federated Learning in 6G Jan 10, 2024 Federated Learning Management
Code Code Available Brave: Byzantine-Resilient and Privacy-Preserving Peer-to-Peer Federated Learning Jan 10, 2024 Federated Learning image-classification
— Unverified Relaxed Contrastive Learning for Federated Learning Jan 10, 2024 Contrastive Learning Federated Learning
Code Code Available Strategic Client Selection to Address Non-IIDness in HAPS-enabled FL Networks Jan 10, 2024 Attribute Diversity
— Unverified AdaFed: Fair Federated Learning via Adaptive Common Descent Direction Jan 10, 2024 Federated Learning
— Unverified Federated Unlearning: A Survey on Methods, Design Guidelines, and Evaluation Metrics Jan 10, 2024 Federated Learning
Code Code Available Privacy-Preserving Sequential Recommendation with Collaborative Confusion Jan 9, 2024 Collaborative Filtering Federated Learning
— Unverified Deep Efficient Private Neighbor Generation for Subgraph Federated Learning Jan 9, 2024 Federated Learning Graph Mining
— Unverified A Survey on Efficient Federated Learning Methods for Foundation Model Training Jan 9, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified Federated Analytics for 6G Networks: Applications, Challenges, and Opportunities Jan 8, 2024 Distributed Computing Federated Learning
— Unverified Logits Poisoning Attack in Federated Distillation Jan 8, 2024 Federated Learning Knowledge Distillation
— Unverified GLOCALFAIR: Jointly Improving Global and Local Group Fairness in Federated Learning Jan 7, 2024 Fairness Federated Learning
— Unverified Multi-Modal Federated Learning for Cancer Staging over Non-IID Datasets with Unbalanced Modalities Jan 7, 2024 Federated Learning Medical Image Analysis
Code Code Available Privacy-Preserving in Blockchain-based Federated Learning Systems Jan 7, 2024 Federated Learning Privacy Preserving
— Unverified 