Efficient Collaborations through Weight-Driven Coalition Dynamics in Federated Learning Systems Jan 22, 2024 Federated Learning
— Unverified LW-FedSSL: Resource-efficient Layer-wise Federated Self-supervised Learning Jan 22, 2024 Federated Learning Self-Supervised Learning
— Unverified Privacy-Preserving Data Fusion for Traffic State Estimation: A Vertical Federated Learning Approach Jan 22, 2024 Federated Learning Privacy Preserving
— Unverified Declarative Privacy-Preserving Inference Queries Jan 22, 2024 Federated Learning Management
— Unverified TurboSVM-FL: Boosting Federated Learning through SVM Aggregation for Lazy Clients Jan 22, 2024 Federated Learning
Code Code Available OnDev-LCT: On-Device Lightweight Convolutional Transformers towards federated learning Jan 22, 2024 Computational Efficiency Federated Learning
— Unverified Attention on Personalized Clinical Decision Support System: Federated Learning Approach Jan 22, 2024 Disease Prediction Federated Learning
Code Code Available AdaFGL: A New Paradigm for Federated Node Classification with Topology Heterogeneity Jan 22, 2024 Federated Learning Graph Learning
— Unverified Transformers with Attentive Federated Aggregation for Time Series Stock Forecasting Jan 22, 2024 Decision Making Federated Learning
— Unverified Personalized Over-the-Air Federated Learning with Personalized Reconfigurable Intelligent Surfaces Jan 22, 2024 Federated Learning Multi-Task Learning
— Unverified Differentially-Private Multi-Tier Federated Learning Jan 21, 2024 Federated Learning
— Unverified FedRKG: A Privacy-preserving Federated Recommendation Framework via Knowledge Graph Enhancement Jan 20, 2024 Federated Learning Privacy Preserving
Code Code Available Budgeted Online Model Selection and Fine-Tuning via Federated Learning Jan 19, 2024 Federated Learning Model Selection
— Unverified Federated Learning with Dual Attention for Robust Modulation Classification under Attacks Jan 19, 2024 Data Poisoning Federated Learning
— Unverified Starlit: Privacy-Preserving Federated Learning to Enhance Financial Fraud Detection Jan 19, 2024 Federated Learning Fraud Detection
— Unverified Improving Local Training in Federated Learning via Temperature Scaling Jan 18, 2024 Federated Learning
— 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 Communication-Efficient Personalized Federated Learning for Speech-to-Text Tasks Jan 18, 2024 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Foundation Models in Federated Learning: Assessing Backdoor Vulnerabilities Jan 18, 2024 Federated Learning Privacy Preserving
— 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 Federated Unlearning for Human Activity Recognition Jan 17, 2024 Activity Recognition Federated Learning
— Unverified Learn What You Need in Personalized Federated Learning Jan 16, 2024 Federated Learning image-classification
Code Code Available Security and Privacy Issues and Solutions in Federated Learning for Digital Healthcare 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 Over-the-Air Federated Learning with Phase Noise: Analysis and Countermeasures Jan 16, 2024 Federated Learning
— Unverified Towards Efficient and Certified Recovery from Poisoning Attacks in Federated Learning Jan 16, 2024 Federated Learning
— Unverified Personalized Federated Learning of Probabilistic Models: A PAC-Bayesian Approach Jan 16, 2024 Federated Learning Generalization Bounds
— Unverified ADVENT: Attack/Anomaly Detection in VANETs Jan 16, 2024 Anomaly Detection 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 Quantum Privacy Aggregation of Teacher Ensembles (QPATE) for Privacy-preserving Quantum Machine Learning Jan 15, 2024 Federated Learning Privacy Preserving
— Unverified Formal Logic Enabled Personalized Federated Learning Through Property Inference Jan 15, 2024 Federated Learning Formal Logic
— Unverified DISTINQT: A Distributed Privacy Aware Learning Framework for QoS Prediction for Future Mobile and Wireless Networks Jan 15, 2024 Federated Learning Prediction
— Unverified FedRFQ: Prototype-Based Federated Learning with Reduced Redundancy, Minimal Failure, and Enhanced Quality Jan 15, 2024 Federated Learning
— Unverified Joint Probability Selection and Power Allocation for Federated Learning Jan 15, 2024 Federated Learning
— Unverified Efficient Wireless Federated Learning via Low-Rank Gradient Factorization Jan 15, 2024 Federated Learning Low-rank compression
Code Code Available Vertical Federated Image Segmentation Jan 15, 2024 Feature Compression 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 Intelligent Data-Driven Architectural Features Orchestration for Network Slicing Jan 12, 2024 Federated Learning
— Unverified Heterogeneous LoRA for Federated Fine-tuning of On-Device Foundation Models Jan 12, 2024 Federated Learning Privacy Preserving
— Unverified Decentralized Gossip Mutual Learning (GML) for automatic head and neck tumor segmentation Jan 11, 2024 Federated Learning Tumor Segmentation
— Unverified Brave: Byzantine-Resilient and Privacy-Preserving Peer-to-Peer Federated Learning Jan 10, 2024 Federated Learning image-classification
— Unverified Strategic Client Selection to Address Non-IIDness in HAPS-enabled FL Networks Jan 10, 2024 Attribute Diversity
— Unverified Congruent Learning for Self-Regulated Federated Learning in 6G Jan 10, 2024 Federated Learning Management
Code Code Available AdaFed: Fair Federated Learning via Adaptive Common Descent Direction Jan 10, 2024 Federated Learning
— Unverified 