Privacy-Preserving in Medical Image Analysis: A Review of Methods and Applications Dec 5, 2024 Diagnostic Federated Learning
— Unverified Federated Automated Feature Engineering Dec 5, 2024 Automated Feature Engineering Feature Engineering
— Unverified BEFL: Balancing Energy Consumption in Federated Learning for Mobile Edge IoT Dec 5, 2024 Federated Learning Imitation Learning
Code Code Available FedMetaMed: Federated Meta-Learning for Personalized Medication in Distributed Healthcare Systems Dec 5, 2024 Federated Learning Meta-Learning
— Unverified FedDUAL: A Dual-Strategy with Adaptive Loss and Dynamic Aggregation for Mitigating Data Heterogeneity in Federated Learning Dec 5, 2024 Federated Learning image-classification
Code Code Available Federated Learning in Mobile Networks: A Comprehensive Case Study on Traffic Forecasting Dec 5, 2024 Federated Learning Management
Code Code Available Providing Differential Privacy for Federated Learning Over Wireless: A Cross-layer Framework Dec 5, 2024 Federated Learning
— Unverified GP-FL: Model-Based Hessian Estimation for Second-Order Over-the-Air Federated Learning Dec 5, 2024 Federated Learning Second-order methods
— Unverified Beyond Local Sharpness: Communication-Efficient Global Sharpness-aware Minimization for Federated Learning Dec 4, 2024 Federated Learning
Code Code Available Reactive Orchestration for Hierarchical Federated Learning Under a Communication Cost Budget Dec 4, 2024 Federated Learning
Code Code Available Methods with Local Steps and Random Reshuffling for Generally Smooth Non-Convex Federated Optimization Dec 3, 2024 Federated Learning
— Unverified Proximal Control of UAVs with Federated Learning for Human-Robot Collaborative Domains Dec 3, 2024 Action Classification Action Recognition
— Unverified Towards the efficacy of federated prediction for epidemics on networks Dec 3, 2024 Federated Learning Graph Attention
Code Code Available Learn More by Using Less: Distributed Learning with Energy-Constrained Devices Dec 3, 2024 Federated Learning Privacy Preserving
— Unverified PAPAYA Federated Analytics Stack: Engineering Privacy, Scalability and Practicality Dec 3, 2024 Federated Learning
— Unverified Defending Against Diverse Attacks in Federated Learning Through Consensus-Based Bi-Level Optimization Dec 3, 2024 Federated Learning Metaheuristic Optimization
Code Code Available Fractional Order Distributed Optimization Dec 3, 2024 Distributed Optimization Federated Learning
— Unverified Review of Mathematical Optimization in Federated Learning Dec 2, 2024 Distributed Optimization Federated Learning
— Unverified HumekaFL: Automated Detection of Neonatal Asphyxia Using Federated Learning Dec 2, 2024 Federated Learning
— Unverified Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Dec 2, 2024 Brain Computer Interface EEG
Code Code Available FedAH: Aggregated Head for Personalized Federated Learning Dec 2, 2024 Federated Learning Personalized Federated Learning
Code Code Available FedPAW: Federated Learning with Personalized Aggregation Weights for Urban Vehicle Speed Prediction Dec 2, 2024 Autonomous Driving Federated Learning
Code Code Available Privacy-Preserving Federated Learning via Homomorphic Adversarial Networks Dec 2, 2024 Federated Learning Privacy Preserving
— Unverified Towards Privacy-Preserving Medical Imaging: Federated Learning with Differential Privacy and Secure Aggregation Using a Modified ResNet Architecture Dec 1, 2024 Federated Learning image-classification
— Unverified Incentivizing Truthful Collaboration in Heterogeneous Federated Learning Dec 1, 2024 Federated Learning
— Unverified A Comprehensive Guide to Explainable AI: From Classical Models to LLMs Dec 1, 2024 Causal Inference counterfactual
Code Code Available IRS Aided Federated Learning: Multiple Access and Fundamental Tradeoff Nov 30, 2024 Federated Learning Scheduling
— Unverified MQFL-FHE: Multimodal Quantum Federated Learning Framework with Fully Homomorphic Encryption Nov 30, 2024 Federated Learning Mixture-of-Experts
— Unverified Rethinking the initialization of Momentum in Federated Learning with Heterogeneous Data Nov 29, 2024 Federated Learning
— Unverified Gradient Inversion Attack on Graph Neural Networks Nov 29, 2024 Federated Learning Graph Classification
— Unverified Streamlined Federated Unlearning: Unite as One to Be Highly Efficient Nov 28, 2024 Backdoor Attack Federated Learning
— Unverified Swarm Intelligence-Driven Client Selection for Federated Learning in Cybersecurity applications Nov 28, 2024 Federated Learning Intrusion Detection
— Unverified Controlling Participation in Federated Learning with Feedback Nov 28, 2024 Computational Efficiency Federated Learning
Code Code Available PEFT-as-an-Attack! Jailbreaking Language Models during Federated Parameter-Efficient Fine-Tuning Nov 28, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified Personalized Federated Fine-Tuning for LLMs via Data-Driven Heterogeneous Model Architectures Nov 28, 2024 Federated Learning
Code Code Available Locally Differentially Private Online Federated Learning With Correlated Noise Nov 27, 2024 Federated Learning
— Unverified Task Arithmetic Through The Lens Of One-Shot Federated Learning Nov 27, 2024 Federated Learning Multi-Task Learning
— Unverified Federated Learning with Uncertainty and Personalization via Efficient Second-order Optimization Nov 27, 2024 Federated Learning
— Unverified Hidden Data Privacy Breaches in Federated Learning Nov 27, 2024 Federated Learning Reconstruction Attack
— Unverified A High Energy-Efficiency Multi-core Neuromorphic Architecture for Deep SNN Training Nov 26, 2024 Federated Learning GPU
— Unverified Distributed Sign Momentum with Local Steps for Training Transformers Nov 26, 2024 Federated Learning
Code Code Available Adaptive Client Selection with Personalization for Communication Efficient Federated Learning Nov 26, 2024 Activity Recognition Federated Learning
Code Code Available Towards Efficient Model-Heterogeneity Federated Learning for Large Models Nov 25, 2024 Edge-computing Federated Learning
— Unverified Distributed Online Optimization with Stochastic Agent Availability Nov 25, 2024 Federated Learning
— Unverified BadSFL: Backdoor Attack against Scaffold Federated Learning Nov 25, 2024 Backdoor Attack Federated Learning
— Unverified Understanding Generalization of Federated Learning: the Trade-off between Model Stability and Optimization Nov 25, 2024 Federated Learning
— Unverified Distributed, communication-efficient, and differentially private estimation of KL divergence Nov 25, 2024 Federated Learning
— Unverified Privacy-Preserving Federated Foundation Model for Generalist Ultrasound Artificial Intelligence Nov 25, 2024 Diagnostic Federated Learning
— Unverified An Empirical Study of Vulnerability Detection using Federated Learning Nov 25, 2024 Federated Learning Vulnerability Detection
— Unverified TIFeD: a Tiny Integer-based Federated learning algorithm with Direct feedback alignment Nov 25, 2024 Federated Learning
Code Code Available 