A Unified Analysis of Stochastic Gradient Descent with Arbitrary Data Permutations and Beyond Jan 27, 2025 Federated Learning
— Unverified Enhancing the Convergence of Federated Learning Aggregation Strategies with Limited Data Jan 27, 2025 Federated Learning image-classification
— Unverified Measuring Heterogeneity in Machine Learning with Distributed Energy Distance Jan 27, 2025 Federated Learning
— Unverified Integrating Personalized Federated Learning with Control Systems for Enhanced Performance Jan 27, 2025 Federated Learning Personalized Federated Learning
— Unverified Decentralized Low-Rank Fine-Tuning of Large Language Models Jan 26, 2025 Federated Learning parameter-efficient fine-tuning
— Unverified FedAlign: Federated Domain Generalization with Cross-Client Feature Alignment Jan 26, 2025 Diversity Domain Generalization
— Unverified Towards Distributed Backdoor Attacks with Network Detection in Decentralized Federated Learning Jan 25, 2025 Federated Learning
— Unverified A Two-Stage CAE-Based Federated Learning Framework for Efficient Jamming Detection in 5G Networks Jan 25, 2025 Federated Learning
— Unverified Pre-trained Model Guided Mixture Knowledge Distillation for Adversarial Federated Learning Jan 25, 2025 Adversarial Robustness Federated Learning
— Unverified Adaptive Client Selection in Federated Learning: A Network Anomaly Detection Use Case Jan 25, 2025 Anomaly Detection Federated Learning
— Unverified Efficient Client Selection in Federated Learning Jan 25, 2025 Anomaly Detection Federated Learning
— Unverified A Post-Processing-Based Fair Federated Learning Framework Jan 25, 2025 Fairness Federated Learning
— Unverified Adaptive Rank Allocation for Federated Parameter-Efficient Fine-Tuning of Language Models Jan 24, 2025 Federated Learning parameter-efficient fine-tuning
— Unverified Federated Domain Generalization with Data-free On-server Matching Gradient Jan 24, 2025 Domain Generalization Federated Learning
— Unverified Data Assetization via Resources-decoupled Federated Learning Jan 24, 2025 Federated Learning
— Unverified Optimal Strategies for Federated Learning Maintaining Client Privacy Jan 24, 2025 Federated Learning Privacy Preserving
— Unverified AirTOWN: A Privacy-Preserving Mobile App for Real-time Pollution-Aware POI Suggestion Jan 23, 2025 Collaborative Filtering Federated Learning
— Unverified Unlearning Clients, Features and Samples in Vertical Federated Learning Jan 23, 2025 Federated Learning Inference Attack
— Unverified Privacy-Preserving Personalized Federated Prompt Learning for Multimodal Large Language Models Jan 23, 2025 Federated Learning Privacy Preserving
— Unverified FedPref: Federated Learning Across Heterogeneous Multi-objective Preferences Jan 23, 2025 Federated Learning
Code Code Available PBM-VFL: Vertical Federated Learning with Feature and Sample Privacy Jan 23, 2025 Federated Learning Vertical Federated Learning
— Unverified Anomaly Detection in Double-entry Bookkeeping Data by Federated Learning System with Non-model Sharing Approach Jan 22, 2025 Anomaly Detection Dimensionality Reduction
— Unverified FedGrAINS: Personalized SubGraph Federated Learning with Adaptive Neighbor Sampling Jan 22, 2025 Federated Learning Privacy Preserving
— Unverified Bad-PFL: Exploring Backdoor Attacks against Personalized Federated Learning Jan 22, 2025 Federated Learning Personalized Federated Learning
— Unverified A Selective Homomorphic Encryption Approach for Faster Privacy-Preserving Federated Learning Jan 22, 2025 Computational Efficiency Diagnostic
— Unverified Practical quantum federated learning and its experimental demonstration Jan 22, 2025 Federated Learning Model Compression
— Unverified FedCLEAN: byzantine defense by CLustering Errors of Activation maps in Non-IID federated learning environments Jan 21, 2025 Federated Learning
— Unverified Heterogeneous Federated Learning Systems for Time-Series Power Consumption Prediction with Multi-Head Embedding Mechanism Jan 21, 2025 Federated Learning Network Embedding
— Unverified Heterogeneous Federated Learning System for Sparse Healthcare Time-Series Prediction Jan 21, 2025 Federated Learning Prediction
— Unverified MyDigiTwin: A Privacy-Preserving Framework for Personalized Cardiovascular Risk Prediction and Scenario Exploration Jan 21, 2025 Federated Learning Privacy Preserving
Code Code Available Federated Discrete Denoising Diffusion Model for Molecular Generation with OpenFL Jan 21, 2025 Denoising Drug Design
— Unverified CYCle: Choosing Your Collaborators Wisely to Enhance Collaborative Fairness in Decentralized Learning Jan 21, 2025 Collaborative Fairness Fairness
— Unverified Communication-Efficient and Privacy-Adaptable Mechanism for Federated Learning Jan 21, 2025 Federated Learning
Code Code Available Enhancing Privacy in the Early Detection of Sexual Predators Through Federated Learning and Differential Privacy Jan 21, 2025 Federated Learning Privacy Preserving
— Unverified Federated Learning with Sample-level Client Drift Mitigation Jan 20, 2025 Federated Learning
— Unverified The Transition from Centralized Machine Learning to Federated Learning for Mental Health in Education: A Survey of Current Methods and Future Directions Jan 20, 2025 Federated Learning
— Unverified Sparse Incremental Aggregation in Satellite Federated Learning Jan 20, 2025 Federated Learning
— Unverified Communication-Efficient Federated Learning by Quantized Variance Reduction for Heterogeneous Wireless Edge Networks Jan 20, 2025 Federated Learning Quantization
— Unverified Trustformer: A Trusted Federated Transformer Jan 20, 2025 Federated Learning Privacy Preserving
— Unverified Personalized Federated Learning for Cellular VR: Online Learning and Dynamic Caching Jan 20, 2025 Edge-computing Federated Learning
— Unverified A Novel Pearson Correlation-Based Merging Algorithm for Robust Distributed Machine Learning with Heterogeneous Data Jan 19, 2025 Data Poisoning Federated Learning
— Unverified Federated Testing (FedTest): A New Scheme to Enhance Convergence and Mitigate Adversarial Attacks in Federating Learning Jan 19, 2025 Federated Learning Privacy Preserving
— Unverified Federated Deep Reinforcement Learning for Energy Efficient Multi-Functional RIS-Assisted Low-Earth Orbit Networks Jan 19, 2025 Deep Reinforcement Learning Federated Learning
— Unverified Synesthesia of Machines (SoM)-Aided FDD Precoding with Sensing Heterogeneity: A Vertical Federated Learning Approach Jan 19, 2025 Federated Learning Vertical Federated Learning
— Unverified Temporal Analysis of Adversarial Attacks in Federated Learning Jan 19, 2025 Federated Learning Outlier Detection
— Unverified pMixFed: Efficient Personalized Federated Learning through Adaptive Layer-Wise Mixup Jan 19, 2025 Federated Learning Personalized Federated Learning
— Unverified Efficient Transmission of Radiomaps via Physics-Enhanced Semantic Communications Jan 18, 2025 Edge-computing Federated Learning
— Unverified Distributed Quasi-Newton Method for Fair and Fast Federated Learning Jan 18, 2025 Fairness Federated Learning
— Unverified UAV-Assisted Multi-Task Federated Learning with Task Knowledge Sharing Jan 18, 2025 Federated Learning
— Unverified Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Jan 17, 2025 Federated Learning Privacy Preserving
— Unverified 