Exploring Potential Prompt Injection Attacks in Federated Military LLMs and Their Mitigation Jan 30, 2025 Decision Making Federated Learning
— Unverified Advancing Personalized Federated Learning: Integrative Approaches with AI for Enhanced Privacy and Customization Jan 30, 2025 Decision Making Federated Learning
— Unverified Poisoning Attacks and Defenses to Federated Unlearning Jan 29, 2025 Federated Learning
— Unverified Adaptively Weighted Averaging Over-the-Air Computation and Its Application to Distributed Gaussian Process Regression Jan 29, 2025 Federated Learning GPR
— Unverified Federated Learning With Individualized Privacy Through Client Sampling Jan 29, 2025 Federated Learning
Code Code Available A Survey on Cluster-based Federated Learning Jan 29, 2025 Federated Learning Privacy Preserving
— Unverified Byzantine-Robust Federated Learning over Ring-All-Reduce Distributed Computing Jan 29, 2025 All Distributed Computing
— Unverified Do We Really Need to Design New Byzantine-robust Aggregation Rules? Jan 29, 2025 Federated Learning
— Unverified Federated Learning Strategies for Coordinated Beamforming in Multicell ISAC Jan 28, 2025 Federated Learning ISAC
— Unverified Connecting Federated ADMM to Bayes Jan 28, 2025 Federated Learning
— Unverified FedEFM: Federated Endovascular Foundation Model with Unseen Data Jan 28, 2025 Federated Learning Knowledge Distillation
— Unverified Heterogeneity-aware Personalized Federated Learning via Adaptive Dual-Agent Reinforcement Learning Jan 28, 2025 Federated Learning Knowledge Distillation
— Unverified Meta-Federated Learning: A Novel Approach for Real-Time Traffic Flow Management Jan 28, 2025 Federated Learning Management
— Unverified Federated Learning for Efficient Condition Monitoring and Anomaly Detection in Industrial Cyber-Physical Systems Jan 28, 2025 Anomaly Detection Computational Efficiency
— Unverified CENSOR: Defense Against Gradient Inversion via Orthogonal Subspace Bayesian Sampling Jan 27, 2025 Federated Learning
Code Code Available Integrating Personalized Federated Learning with Control Systems for Enhanced Performance Jan 27, 2025 Federated Learning Personalized Federated Learning
— Unverified A Unified Analysis of Stochastic Gradient Descent with Arbitrary Data Permutations and Beyond Jan 27, 2025 Federated Learning
— Unverified Measuring Heterogeneity in Machine Learning with Distributed Energy Distance 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 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 Efficient Client Selection in Federated Learning Jan 25, 2025 Anomaly Detection Federated Learning
— Unverified Pre-trained Model Guided Mixture Knowledge Distillation for Adversarial Federated Learning Jan 25, 2025 Adversarial Robustness Federated Learning
— 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 Adaptive Client Selection in Federated Learning: A Network Anomaly Detection Use Case 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 Optimal Strategies for Federated Learning Maintaining Client Privacy Jan 24, 2025 Federated Learning Privacy Preserving
— Unverified Data Assetization via Resources-decoupled Federated Learning Jan 24, 2025 Federated Learning
— Unverified Federated Domain Generalization with Data-free On-server Matching Gradient Jan 24, 2025 Domain Generalization Federated Learning
— Unverified Advancing MRI Reconstruction: A Systematic Review of Deep Learning and Compressed Sensing Integration Jan 24, 2025 compressed sensing Federated Learning
Code Code Available Unlearning Clients, Features and Samples in Vertical Federated Learning Jan 23, 2025 Federated Learning Inference Attack
— Unverified AirTOWN: A Privacy-Preserving Mobile App for Real-time Pollution-Aware POI Suggestion Jan 23, 2025 Collaborative Filtering Federated Learning
— 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 Bad-PFL: Exploring Backdoor Attacks against Personalized Federated Learning Jan 22, 2025 Federated Learning Personalized Federated Learning
— Unverified FedGrAINS: Personalized SubGraph Federated Learning with Adaptive Neighbor Sampling Jan 22, 2025 Federated Learning Privacy Preserving
— 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 Enhancing Privacy in the Early Detection of Sexual Predators Through Federated Learning and Differential Privacy Jan 21, 2025 Federated Learning Privacy Preserving
— Unverified 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 Heterogeneous Federated Learning Systems for Time-Series Power Consumption Prediction with Multi-Head Embedding Mechanism Jan 21, 2025 Federated Learning Network Embedding
— Unverified Communication-Efficient and Privacy-Adaptable Mechanism for Federated Learning Jan 21, 2025 Federated Learning
Code Code Available 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 FedCLEAN: byzantine defense by CLustering Errors of Activation maps in Non-IID federated learning environments Jan 21, 2025 Federated Learning
— Unverified 