Tackling Data Heterogeneity in Federated Time Series Forecasting Nov 24, 2024 Federated Learning Privacy Preserving
— Unverified FedQP: Towards Accurate Federated Learning using Quadratic Programming Guided Mutation Nov 24, 2024 Federated Learning Privacy Preserving
— Unverified Modality Alignment Meets Federated Broadcasting Nov 24, 2024 Federated Learning
— Unverified eFedLLM: Efficient LLM Inference Based on Federated Learning Nov 24, 2024 Federated Learning
— Unverified Federated Learning in Chemical Engineering: A Tutorial on a Framework for Privacy-Preserving Collaboration Across Distributed Data Sources Nov 23, 2024 Data Integration Drug Discovery
Code Code Available Partial Knowledge Distillation for Alleviating the Inherent Inter-Class Discrepancy in Federated Learning Nov 23, 2024 Federated Learning Knowledge Distillation
— Unverified Federated PCA and Estimation for Spiked Covariance Matrices: Optimal Rates and Efficient Algorithm Nov 23, 2024 Federated Learning
— Unverified FedMLLM: Federated Fine-tuning MLLM on Multimodal Heterogeneity Data Nov 22, 2024 Federated Learning
Code Code Available LoRA-FAIR: Federated LoRA Fine-Tuning with Aggregation and Initialization Refinement Nov 22, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified Geminio: Language-Guided Gradient Inversion Attacks in Federated Learning Nov 22, 2024 Federated Learning
Code Code Available Memory Backdoor Attacks on Neural Networks Nov 21, 2024 Backdoor Attack Federated Learning
— Unverified REFOL: Resource-Efficient Federated Online Learning for Traffic Flow Forecasting Nov 21, 2024 Federated Learning
Code Code Available Split Federated Learning Over Heterogeneous Edge Devices: Algorithm and Optimization Nov 21, 2024 Federated Learning
— Unverified FedRAV: Hierarchically Federated Region-Learning for Traffic Object Classification of Autonomous Vehicles Nov 21, 2024 Autonomous Driving Autonomous Vehicles
Code Code Available On-device Content-based Recommendation with Single-shot Embedding Pruning: A Cooperative Game Perspective Nov 20, 2024 Federated Learning Recommendation Systems
Code Code Available NCAirFL: CSI-Free Over-the-Air Federated Learning Based on Non-Coherent Detection Nov 20, 2024 Federated Learning
— Unverified Non-IID data in Federated Learning: A Survey with Taxonomy, Metrics, Methods, Frameworks and Future Directions Nov 19, 2024 Federated Learning Privacy Preserving
— Unverified Attribute Inference Attacks for Federated Regression Tasks Nov 19, 2024 Attribute Federated Learning
Code Code Available Hyper-parameter Optimization for Federated Learning with Step-wise Adaptive Mechanism Nov 19, 2024 AutoML Federated Learning
— Unverified DeTrigger: A Gradient-Centric Approach to Backdoor Attack Mitigation in Federated Learning Nov 19, 2024 Adversarial Attack Backdoor Attack
— Unverified Federated Contrastive Learning of Graph-Level Representations Nov 18, 2024 Clustering Contrastive Learning
— Unverified Towards Federated Graph Learning in One-shot Communication Nov 18, 2024 Federated Learning Graph Learning
— Unverified Freezing of Gait Detection Using Gramian Angular Fields and Federated Learning from Wearable Sensors Nov 18, 2024 Federated Learning Missing Values
Code Code Available FLMarket: Enabling Privacy-preserved Pre-training Data Pricing for Federated Learning Nov 18, 2024 Federated Learning Privacy Preserving
— Unverified A Potential Game Perspective in Federated Learning Nov 18, 2024 Federated Learning
Code Code Available F^3OCUS -- Federated Finetuning of Vision-Language Foundation Models with Optimal Client Layer Updating Strategy via Multi-objective Meta-Heuristics Nov 17, 2024 Diversity Federated Learning
— Unverified Efficient Federated Unlearning with Adaptive Differential Privacy Preservation Nov 17, 2024 Federated Learning
— Unverified Federated Learning for UAV-Based Spectrum Sensing: Enhancing Accuracy Through SNR-Weighted Model Aggregation Nov 17, 2024 Federated Learning
— Unverified FedUHB: Accelerating Federated Unlearning via Polyak Heavy Ball Method Nov 17, 2024 Federated Learning
— Unverified How to Defend Against Large-scale Model Poisoning Attacks in Federated Learning: A Vertical Solution Nov 16, 2024 Federated Learning Model Poisoning
— Unverified FedCL-Ensemble Learning: A Framework of Federated Continual Learning with Ensemble Transfer Learning Enhanced for Alzheimer's MRI Classifications while Preserving Privacy Nov 15, 2024 Classification Continual Learning
— Unverified FedAli: Personalized Federated Learning with Aligned Prototypes through Optimal Transport Nov 15, 2024 Activity Recognition Federated Learning
Code Code Available Electrical Load Forecasting in Smart Grid: A Personalized Federated Learning Approach Nov 15, 2024 Federated Learning Load Forecasting
— Unverified Evidential Federated Learning for Skin Lesion Image Classification Nov 15, 2024 Classification Federated Learning
— Unverified Embedding Byzantine Fault Tolerance into Federated Learning via Virtual Data-Driven Consistency Scoring Plugin Nov 15, 2024 Federated Learning image-classification
Code Code Available Artificial Intelligence in Pediatric Echocardiography: Exploring Challenges, Opportunities, and Clinical Applications with Explainable AI and Federated Learning Nov 15, 2024 Decision Making Diagnostic
— Unverified Framework for Co-distillation Driven Federated Learning to Address Class Imbalance in Healthcare Nov 15, 2024 Federated Learning
Code Code Available FedRewind: Rewinding Continual Model Exchange for Decentralized Federated Learning Nov 14, 2024 Continual Learning Federated Learning
— Unverified Towards efficient compression and communication for prototype-based decentralized learning Nov 14, 2024 Data Compression Federated Learning
— Unverified Time-constrained Federated Learning (FL) in Push-Pull IoT Wireless Access Nov 13, 2024 Federated Learning Scheduling
— Unverified FedSub: Introducing class-aware Subnetworks Fusion to Enhance Personalized Federated Learning in Ubiquitous Systems Nov 13, 2024 Activity Recognition Federated Learning
— Unverified SAFELOC: Overcoming Data Poisoning Attacks in Heterogeneous Federated Machine Learning for Indoor Localization Nov 13, 2024 Data Poisoning Federated Learning
— Unverified Federated Low-Rank Adaptation with Differential Privacy over Wireless Networks Nov 12, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified Federated Learning for Discrete Optimal Transport with Large Population under Incomplete Information Nov 12, 2024 Federated Learning
— Unverified On the Convergence of Continual Federated Learning Using Incrementally Aggregated Gradients Nov 12, 2024 Federated Learning
— Unverified A Stochastic Optimization Framework for Private and Fair Learning From Decentralized Data Nov 12, 2024 Fairness Federated Learning
Code Code Available Collaborative and Federated Black-box Optimization: A Bayesian Optimization Perspective Nov 12, 2024 Bayesian Optimization Decision Making
— Unverified Dual-Criterion Model Aggregation in Federated Learning: Balancing Data Quantity and Quality Nov 12, 2024 Federated Learning Privacy Preserving
— Unverified Efficient Federated Finetuning of Tiny Transformers with Resource-Constrained Devices Nov 12, 2024 Federated Learning
— Unverified Movable Antenna-Aided Federated Learning with Over-the-Air Aggregation: Joint Optimization of Positioning, Beamforming, and User Selection Nov 11, 2024 Federated Learning Stochastic Optimization
— Unverified 