AMSFL: Adaptive Multi-Step Federated Learning via Gradient Difference-Based Error Modeling May 27, 2025 Federated Learning
— Unverified Label Leakage in Federated Inertial-based Human Activity Recognition May 27, 2025 Activity Recognition Federated Learning
Code Code Available Federated Instrumental Variable Analysis via Federated Generalized Method of Moments May 27, 2025 Federated Learning
— Unverified DeCAF: Decentralized Consensus-And-Factorization for Low-Rank Adaptation of Foundation Models May 27, 2025 Federated Learning
— Unverified Voronoi-grid-based Pareto Front Learning and Its Application to Collaborative Federated Learning May 27, 2025 Federated Learning
Code Code Available LAPA-based Dynamic Privacy Optimization for Wireless Federated Learning in Heterogeneous Environments May 26, 2025 Federated Learning
— Unverified Exploring the Possibility of TypiClust for Low-Budget Federated Active Learning May 26, 2025 Active Learning Federated Learning
— Unverified Multimodal Federated Learning With Missing Modalities through Feature Imputation Network May 26, 2025 Federated Learning Imputation
Code Code Available Ontology- and LLM-based Data Harmonization for Federated Learning in Healthcare May 26, 2025 Federated Learning Privacy Preserving
— Unverified Mosaic: Data-Free Knowledge Distillation via Mixture-of-Experts for Heterogeneous Distributed Environments May 26, 2025 Data-free Knowledge Distillation Federated Learning
Code Code Available Avoid Forgetting by Preserving Global Knowledge Gradients in Federated Learning with Non-IID Data May 26, 2025 Federated Learning Transfer Learning
— Unverified SEMFED: Semantic-Aware Resource-Efficient Federated Learning for Heterogeneous NLP Tasks May 26, 2025 Feature Compression Federated Learning
— Unverified Generalized and Personalized Federated Learning with Foundation Models via Orthogonal Transformations May 26, 2025 Federated Learning Personalized Federated Learning
— Unverified Kuramoto-FedAvg: Using Synchronization Dynamics to Improve Federated Learning Optimization under Statistical Heterogeneity May 26, 2025 Diversity Federated Learning
— Unverified Zero-Trust Foundation Models: A New Paradigm for Secure and Collaborative Artificial Intelligence for Internet of Things May 26, 2025 Anomaly Detection Federated Learning
— Unverified Federated Learning-Distillation Alternation for Resource-Constrained IoT May 26, 2025 Federated Learning
— Unverified Cellular Traffic Prediction via Byzantine-robust Asynchronous Federated Learning May 25, 2025 Federated Learning Prediction
Code Code Available Federated Learning: From Theory to Practice May 25, 2025 Distributed Optimization Federated Learning
— Unverified Evaluating Query Efficiency and Accuracy of Transfer Learning-based Model Extraction Attack in Federated Learning May 25, 2025 Federated Learning Model extraction
— Unverified FedSKC: Federated Learning with Non-IID Data via Structural Knowledge Collaboration May 25, 2025 Contrastive Learning Edge-computing
Code Code Available FedORA: Resource Allocation for Federated Learning in ORAN using Radio Intelligent Controllers May 25, 2025 Federated Learning Reinforcement Learning (RL)
— Unverified Distribution-Aware Mobility-Assisted Decentralized Federated Learning May 24, 2025 Federated Learning Navigate
— Unverified FedHL: Federated Learning for Heterogeneous Low-Rank Adaptation via Unbiased Aggregation May 24, 2025 Federated Learning
— Unverified EdgeAgentX: A Novel Framework for Agentic AI at the Edge in Military Communication Networks May 24, 2025 Adversarial Defense Decision Making
— Unverified LLM-QFL: Distilling Large Language Model for Quantum Federated Learning May 24, 2025 Federated Learning Language Modeling
Code Code Available Federated Retrieval-Augmented Generation: A Systematic Mapping Study May 24, 2025 Federated Learning Privacy Preserving
— Unverified Federated Causal Inference from Multi-Site Observational Data via Propensity Score Aggregation May 23, 2025 Causal Inference Federated Learning
— Unverified Multimodal Online Federated Learning with Modality Missing in Internet of Things May 22, 2025 Federated Learning
— Unverified AIDRIN 2.0: A Framework to Assess Data Readiness for AI May 22, 2025 Fairness Federated Learning
— Unverified Performance Guaranteed Poisoning Attacks in Federated Learning: A Sliding Mode Approach May 22, 2025 Federated Learning Model Poisoning
— Unverified ATR-Bench: A Federated Learning Benchmark for Adaptation, Trust, and Reasoning May 22, 2025 Federated Learning
Code Code Available Secure and Private Federated Learning: Achieving Adversarial Resilience through Robust Aggregation May 22, 2025 Federated Learning Privacy Preserving
— Unverified From Local Patterns to Global Understanding: Cross-Stock Trend Integration for Enhanced Predictive Modeling May 22, 2025 Federated Learning Stock Price Prediction
— Unverified Enhancing Federated Survival Analysis through Peer-Driven Client Reputation in Healthcare May 22, 2025 Federated Learning Survival Analysis
— Unverified Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review May 22, 2025 Federated Learning GPU
— Unverified Redefining Clustered Federated Learning for System Identification: The Path of ClusterCraft May 22, 2025 Clustering Federated Learning
— Unverified WikiDBGraph: Large-Scale Database Graph of Wikidata for Collaborative Learning May 22, 2025 Federated Learning Representation Learning
— Unverified Federated Learning with Unlabeled Clients: Personalization Can Happen in Low Dimensions May 21, 2025 Federated Learning Personalized Federated Learning
— Unverified Reliable Vertical Federated Learning in 5G Core Network Architecture May 21, 2025 Federated Learning Vertical Federated Learning
Code Code Available Distributionally Robust Federated Learning with Client Drift Minimization May 21, 2025 Fairness Federated Learning
— Unverified Federated learning in low-resource settings: A chest imaging study in Africa -- Challenges and lessons learned May 20, 2025 Federated Learning
— Unverified Personalized Bayesian Federated Learning with Wasserstein Barycenter Aggregation May 20, 2025 Bayesian Inference Federated Learning
— Unverified FedGraM: Defending Against Untargeted Attacks in Federated Learning via Embedding Gram Matrix May 20, 2025 Federated Learning
— Unverified Federated prediction for scalable and privacy-preserved knowledge-based planning in radiotherapy May 20, 2025 Federated Learning
— Unverified Cross-Cloud Data Privacy Protection: Optimizing Collaborative Mechanisms of AI Systems by Integrating Federated Learning and LLMs May 19, 2025 Cloud Computing Federated Learning
— Unverified RIFLES: Resource-effIcient Federated LEarning via Scheduling May 19, 2025 Federated Learning Privacy Preserving
— Unverified FLTG: Byzantine-Robust Federated Learning via Angle-Based Defense and Non-IID-Aware Weighting May 19, 2025 Federated Learning
— Unverified Optimal Client Sampling in Federated Learning with Client-Level Heterogeneous Differential Privacy May 19, 2025 Federated Learning
— Unverified FedSVD: Adaptive Orthogonalization for Private Federated Learning with LoRA May 19, 2025 Federated Learning
— Unverified FedCTTA: A Collaborative Approach to Continual Test-Time Adaptation in Federated Learning May 19, 2025 Federated Learning Privacy Preserving
— Unverified 