FDA-Opt: Communication-Efficient Federated Fine-Tuning of Language Models May 7, 2025 Federated Learning
Code Code Available FedBWO: Enhancing Communication Efficiency in Federated Learning May 7, 2025 Federated Learning
— Unverified Cluster-Aware Multi-Round Update for Wireless Federated Learning in Heterogeneous Environments May 6, 2025 Federated Learning
— Unverified Small-Scale-Fading-Aware Resource Allocation in Wireless Federated Learning May 6, 2025 Federated Learning Multi-agent Reinforcement Learning
— Unverified Bayesian Robust Aggregation for Federated Learning May 5, 2025 Bayesian Inference Federated Learning
Code Code Available Towards One-shot Federated Learning: Advances, Challenges, and Future Directions May 5, 2025 Federated Learning Survey
Code Code Available Incentivizing Inclusive Contributions in Model Sharing Markets May 5, 2025 Federated Learning Instruction Following
— Unverified HSplitLoRA: A Heterogeneous Split Parameter-Efficient Fine-Tuning Framework for Large Language Models May 5, 2025 Federated Learning parameter-efficient fine-tuning
— Unverified Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data May 5, 2025 Federated Learning Influence Approximation
— Unverified Bayesian Federated Cause-of-Death Classification and Quantification Under Distribution Shift May 4, 2025 Federated Learning
— Unverified Mitigating Group-Level Fairness Disparities in Federated Visual Language Models May 3, 2025 counterfactual Fairness
— Unverified Towards Trustworthy Federated Learning with Untrusted Participants May 3, 2025 Federated Learning
— Unverified Privacy Preserving Machine Learning Model Personalization through Federated Personalized Learning May 3, 2025 Federated Learning Privacy Preserving
— Unverified PQS-BFL: A Post-Quantum Secure Blockchain-based Federated Learning Framework May 3, 2025 Federated Learning
— Unverified Federated Adapter on Foundation Models: An Out-Of-Distribution Approach May 2, 2025 Federated Learning parameter-efficient fine-tuning
— Unverified Secure Cluster-Based Hierarchical Federated Learning in Vehicular Networks May 2, 2025 Anomaly Detection Federated Learning
— Unverified Mitigating Adversarial Attacks on ECG Classification in Federated Learning via Adversarial Training May 1, 2025 ECG Classification Electrocardiography (ECG)
Code Code Available AI-Driven IRM: Transforming insider risk management with adaptive scoring and LLM-based threat detection May 1, 2025 Anomaly Detection Federated Learning
— Unverified Communication-Efficient Wireless Federated Fine-Tuning for Large-Scale AI Models May 1, 2025 Federated Learning
— Unverified FedEMA: Federated Exponential Moving Averaging with Negative Entropy Regularizer in Autonomous Driving May 1, 2025 Autonomous Driving Federated Learning
— Unverified Open-Source LLM-Driven Federated Transformer for Predictive IoV Management May 1, 2025 Federated Learning Management
— Unverified A Generalized Meta Federated Learning Framework with Theoretical Convergence Guarantees Apr 30, 2025 Federated Learning
— Unverified Online Federation For Mixtures of Proprietary Agents with Black-Box Encoders Apr 30, 2025 AI Agent Federated Learning
— Unverified Sparsification Under Siege: Defending Against Poisoning Attacks in Communication-Efficient Federated Learning Apr 30, 2025 Federated Learning
— Unverified Whispers of Data: Unveiling Label Distributions in Federated Learning Through Virtual Client Simulation Apr 30, 2025 Federated Learning Inference Attack
— Unverified AI-Based Crypto Tokens: The Illusion of Decentralized AI? Apr 29, 2025 Federated Learning
— Unverified Clustering-Based Evolutionary Federated Multiobjective Optimization and Learning Apr 29, 2025 Clustering Diversity
— Unverified Learning and Generalization with Mixture Data Apr 29, 2025 Domain Adaptation Federated Learning
— Unverified Federated learning, ethics, and the double black box problem in medical AI Apr 29, 2025 Ethics Federated Learning
— Unverified FedHERO: A Federated Learning Approach for Node Classification Task on Heterophilic Graphs Apr 29, 2025 Federated Learning Graph Learning
— Unverified Hubs and Spokes Learning: Efficient and Scalable Collaborative Machine Learning Apr 29, 2025 Federated Learning
— Unverified Artificial Intelligence for Personalized Prediction of Alzheimer's Disease Progression: A Survey of Methods, Data Challenges, and Future Directions Apr 29, 2025 Causal Inference Federated Learning
— Unverified Federated One-Shot Learning with Data Privacy and Objective-Hiding Apr 29, 2025 Federated Learning Information Retrieval
— Unverified FedAvgen: Metadata for Model Aggregation In Communication Systems Apr 28, 2025 Diversity Federated Learning
— Unverified Soft-Label Caching and Sharpening for Communication-Efficient Federated Distillation Apr 28, 2025 Federated Learning
Code Code Available A Unified Benchmark of Federated Learning with Kolmogorov-Arnold Networks for Medical Imaging Apr 28, 2025 Federated Learning Kolmogorov-Arnold Networks
Code Code Available Financial Data Analysis with Robust Federated Logistic Regression Apr 28, 2025 Federated Learning Multi-class Classification
Code Code Available Robust Federated Personalised Mean Estimation for the Gaussian Mixture Model Apr 28, 2025 Federated Learning
— Unverified Harmonizing Generalization and Personalization in Ring-topology Decentralized Federated Learning Apr 27, 2025 Federated Learning
— Unverified Federated Learning-based Semantic Segmentation for Lane and Object Detection in Autonomous Driving Apr 26, 2025 Autonomous Driving Autonomous Vehicles
— Unverified UnifyFL: Enabling Decentralized Cross-Silo Federated Learning Apr 26, 2025 Federated Learning
Code Code Available Privacy-Preserving Personalized Federated Learning for Distributed Photovoltaic Disaggregation under Statistical Heterogeneity Apr 25, 2025 energy management Federated Learning
— Unverified Differential Privacy-Driven Framework for Enhancing Heart Disease Prediction Apr 25, 2025 Decision Making Disease Prediction
— Unverified Switch-Based Multi-Part Neural Network Apr 25, 2025 Edge-computing Federated Learning
— Unverified Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections Apr 23, 2025 Action Triplet Recognition Federated Learning
— Unverified Efficient Data Valuation Approximation in Federated Learning: A Sampling-based Approach Apr 23, 2025 Data Valuation Federated Learning
— Unverified Simplified Swarm Learning Framework for Robust and Scalable Diagnostic Services in Cancer Histopathology Apr 23, 2025 Diagnostic Federated Learning
— Unverified DP2FL: Dual Prompt Personalized Federated Learning in Foundation Models Apr 23, 2025 Federated Learning Personalized Federated Learning
— Unverified Private Federated Learning using Preference-Optimized Synthetic Data Apr 23, 2025 Federated Learning Prompt Engineering
Code Code Available Achieving Distributive Justice in Federated Learning via Uncertainty Quantification Apr 22, 2025 Ethics Fairness
Code Code Available 