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 Evaluating Query Efficiency and Accuracy of Transfer Learning-based Model Extraction Attack in Federated Learning May 25, 2025 Federated Learning Model extraction
— Unverified Federated Learning: From Theory to Practice May 25, 2025 Distributed Optimization Federated Learning
— Unverified FedSKC: Federated Learning with Non-IID Data via Structural Knowledge Collaboration May 25, 2025 Contrastive Learning Edge-computing
Code Code Available Cellular Traffic Prediction via Byzantine-robust Asynchronous Federated Learning May 25, 2025 Federated Learning Prediction
Code Code Available FedORA: Resource Allocation for Federated Learning in ORAN using Radio Intelligent Controllers May 25, 2025 Federated Learning Reinforcement Learning (RL)
— Unverified FedHL: Federated Learning for Heterogeneous Low-Rank Adaptation via Unbiased Aggregation May 24, 2025 Federated Learning
— Unverified LLM-QFL: Distilling Large Language Model for Quantum Federated Learning May 24, 2025 Federated Learning Language Modeling
Code Code Available Distribution-Aware Mobility-Assisted Decentralized Federated Learning May 24, 2025 Federated Learning Navigate
— Unverified Federated Retrieval-Augmented Generation: A Systematic Mapping Study May 24, 2025 Federated Learning Privacy Preserving
— Unverified EdgeAgentX: A Novel Framework for Agentic AI at the Edge in Military Communication Networks May 24, 2025 Adversarial Defense Decision Making
— Unverified Federated Causal Inference from Multi-Site Observational Data via Propensity Score Aggregation May 23, 2025 Causal Inference Federated Learning
— Unverified AIDRIN 2.0: A Framework to Assess Data Readiness for AI May 22, 2025 Fairness Federated Learning
— Unverified Secure and Private Federated Learning: Achieving Adversarial Resilience through Robust Aggregation May 22, 2025 Federated Learning Privacy Preserving
— Unverified Enhancing Federated Survival Analysis through Peer-Driven Client Reputation in Healthcare May 22, 2025 Federated Learning Survival Analysis
— Unverified ATR-Bench: A Federated Learning Benchmark for Adaptation, Trust, and Reasoning May 22, 2025 Federated Learning
Code Code Available Redefining Clustered Federated Learning for System Identification: The Path of ClusterCraft May 22, 2025 Clustering Federated Learning
— Unverified Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review May 22, 2025 Federated Learning GPU
— Unverified From Local Patterns to Global Understanding: Cross-Stock Trend Integration for Enhanced Predictive Modeling May 22, 2025 Federated Learning Stock Price Prediction
— Unverified Multimodal Online Federated Learning with Modality Missing in Internet of Things May 22, 2025 Federated Learning
— Unverified Performance Guaranteed Poisoning Attacks in Federated Learning: A Sliding Mode Approach May 22, 2025 Federated Learning Model Poisoning
— Unverified WikiDBGraph: Large-Scale Database Graph of Wikidata for Collaborative Learning May 22, 2025 Federated Learning Representation 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 with Unlabeled Clients: Personalization Can Happen in Low Dimensions May 21, 2025 Federated Learning Personalized 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 learning in low-resource settings: A chest imaging study in Africa -- Challenges and lessons learned May 20, 2025 Federated Learning
— Unverified Federated prediction for scalable and privacy-preserved knowledge-based planning in radiotherapy May 20, 2025 Federated Learning
— Unverified FlexFed: Mitigating Catastrophic Forgetting in Heterogeneous Federated Learning in Pervasive Computing Environments May 19, 2025 Activity Recognition Federated Learning
— Unverified FedCTTA: A Collaborative Approach to Continual Test-Time Adaptation in Federated Learning May 19, 2025 Federated Learning Privacy Preserving
— Unverified Traceable Black-box Watermarks for Federated Learning 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 FLTG: Byzantine-Robust Federated Learning via Angle-Based Defense and Non-IID-Aware Weighting May 19, 2025 Federated Learning
— Unverified RIFLES: Resource-effIcient Federated LEarning via Scheduling May 19, 2025 Federated Learning Privacy Preserving
— 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 A Comprehensive Review of Techniques, Algorithms, Advancements, Challenges, and Clinical Applications of Multi-modal Medical Image Fusion for Improved Diagnosis May 18, 2025 Anatomy Computational Efficiency
— Unverified γ-FedHT: Stepsize-Aware Hard-Threshold Gradient Compression in Federated Learning May 18, 2025 Federated Learning
— Unverified FedHQ: Hybrid Runtime Quantization for Federated Learning May 17, 2025 Federated Learning Quantization
— Unverified FL-PLAS: Federated Learning with Partial Layer Aggregation for Backdoor Defense Against High-Ratio Malicious Clients May 17, 2025 backdoor defense Federated Learning
Code Code Available Incentivize Contribution and Learn Parameters Too: Federated Learning with Strategic Data Owners May 17, 2025 Federated Learning
— Unverified Quantum-Evolutionary Neural Networks for Multi-Agent Federated Learning May 16, 2025 Decision Making Evolutionary Algorithms
— Unverified Tool-Aided Evolutionary LLM for Generative Policy Toward Efficient Resource Management in Wireless Federated Learning May 16, 2025 Federated Learning Large Language Model
— Unverified Federated Low-Rank Adaptation for Foundation Models: A Survey May 16, 2025 Federated Learning Survey
Code Code Available Joint Graph Estimation and Signal Restoration for Robust Federated Learning May 16, 2025 Federated Learning Graph Learning
— Unverified Random Client Selection on Contrastive Federated Learning for Tabular Data May 16, 2025 Federated Learning Privacy Preserving
— Unverified Multi-Modal Multi-Task (M3T) Federated Foundation Models for Embodied AI: Potentials and Challenges for Edge Integration May 16, 2025 Continual Learning Federated Learning
— Unverified Heterogeneity-Aware Client Sampling: A Unified Solution for Consistent Federated Learning May 16, 2025 Federated Learning
— Unverified 