FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical Imaging Jul 11, 2024 Diversity Federated Learning
Code Code Available CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal Federated Learning with Missing Modalities Jul 11, 2024 Data Augmentation Federated Learning
Code Code Available Privacy-Preserving Data Deduplication for Enhancing Federated Learning of Language Models (Extended Version) Jul 11, 2024 Federated Learning Privacy Preserving
Code Code Available Distributed Deep Reinforcement Learning Based Gradient Quantization for Federated Learning Enabled Vehicle Edge Computing Jul 11, 2024 Deep Reinforcement Learning Edge-computing
— Unverified Federated Learning and AI Regulation in the European Union: Who is Responsible? -- An Interdisciplinary Analysis Jul 11, 2024 Federated Learning
— Unverified FedLog: Personalized Federated Classification with Less Communication and More Flexibility Jul 11, 2024 Bayesian Inference Federated Learning
— Unverified Feature Diversification and Adaptation for Federated Domain Generalization Jul 11, 2024 Domain Generalization Federated Learning
— Unverified FUNAvg: Federated Uncertainty Weighted Averaging for Datasets with Diverse Labels Jul 10, 2024 Federated Learning Privacy Preserving
Code Code Available Real World Federated Learning with a Knowledge Distilled Transformer for Cardiac CT Imaging Jul 10, 2024 Federated Learning Partially Labeled Datasets
Code Code Available FedClust: Tackling Data Heterogeneity in Federated Learning through Weight-Driven Client Clustering Jul 9, 2024 Federated Learning
— Unverified Tracing Back the Malicious Clients in Poisoning Attacks to Federated Learning Jul 9, 2024 Federated Learning
— Unverified A Differentially Private Blockchain-Based Approach for Vertical Federated Learning Jul 9, 2024 Federated Learning Vertical Federated Learning
Code Code Available Trust and Resilience in Federated Learning Through Smart Contracts Enabled Decentralized Systems Jul 9, 2024 Federated Learning
— Unverified Bayesian Federated Learning with Hamiltonian Monte Carlo: Algorithm and Theory Jul 9, 2024 Federated Learning parameter estimation
— Unverified Stabilized Proximal-Point Methods for Federated Optimization Jul 9, 2024 Federated Learning
Code Code Available Threats and Defenses in Federated Learning Life Cycle: A Comprehensive Survey and Challenges Jul 9, 2024 Federated Learning Privacy Preserving
— Unverified A Survey on LoRA of Large Language Models Jul 8, 2024 Federated Learning parameter-efficient fine-tuning
Code Code Available A Trustworthy AIoT-enabled Localization System via Federated Learning and Blockchain Jul 8, 2024 Federated Learning Indoor Localization
— Unverified FedMRL: Data Heterogeneity Aware Federated Multi-agent Deep Reinforcement Learning for Medical Imaging Jul 8, 2024 Deep Reinforcement Learning Fairness
Code Code Available Federated Knowledge Transfer Fine-tuning Large Server Model with Resource-Constrained IoT Clients Jul 7, 2024 Federated Learning Knowledge Distillation
— Unverified Mjolnir: Breaking the Shield of Perturbation-Protected Gradients via Adaptive Diffusion Jul 7, 2024 Denoising Federated Learning
— Unverified Beyond the Federation: Topology-aware Federated Learning for Generalization to Unseen Clients Jul 6, 2024 Federated Learning Privacy Preserving
— Unverified A Joint Approach to Local Updating and Gradient Compression for Efficient Asynchronous Federated Learning Jul 6, 2024 Federated Learning image-classification
Code Code Available Impact of Network Topology on Byzantine Resilience in Decentralized Federated Learning Jul 6, 2024 Federated Learning
Code Code Available Synthetic Data Aided Federated Learning Using Foundation Models Jul 6, 2024 Data Augmentation Federated Learning
— Unverified FedTSA: A Cluster-based Two-Stage Aggregation Method for Model-heterogeneous Federated Learning Jul 6, 2024 Federated Learning
— Unverified UAV-assisted Unbiased Hierarchical Federated Learning: Performance and Convergence Analysis Jul 5, 2024 Federated Learning
— Unverified Non-Cooperative Backdoor Attacks in Federated Learning: A New Threat Landscape Jul 5, 2024 Federated Learning Privacy Preserving
— Unverified A Unified Learn-to-Distort-Data Framework for Privacy-Utility Trade-off in Trustworthy Federated Learning Jul 5, 2024 Federated Learning Navigate
— Unverified Smart Sampling: Helping from Friendly Neighbors for Decentralized Federated Learning Jul 5, 2024 Federated Learning
— Unverified MSfusion: A Dynamic Model Splitting Approach for Resource-Constrained Machines to Collaboratively Train Larger Models Jul 4, 2024 Federated Learning
— Unverified Support Vector Based Anomaly Detection in Federated Learning Jul 4, 2024 Anomaly Detection Federated Learning
— Unverified FedSat: A Statistical Aggregation Approach for Class Imbalanced Clients in Federated Learning Jul 4, 2024 Federated Learning Privacy Preserving
— Unverified Enhanced Over-the-Air Federated Learning Using AI-based Fluid Antenna System Jul 3, 2024 Federated Learning Position
— Unverified Towards Federated RLHF with Aggregated Client Preference for LLMs Jul 3, 2024 Federated Learning Language Modeling
— Unverified Federated Fine-Tuning for Pre-Trained Foundation Models Over Wireless Networks Jul 3, 2024 Federated Learning Privacy Preserving
— Unverified Correlated Privacy Mechanisms for Differentially Private Distributed Mean Estimation Jul 3, 2024 Federated Learning Privacy Preserving
— Unverified Joint Optimization of Resource Allocation and Data Selection for Fast and Cost-Efficient Federated Edge Learning Jul 3, 2024 Federated Learning
— Unverified Zero-X: A Blockchain-Enabled Open-Set Federated Learning Framework for Zero-Day Attack Detection in IoV Jul 3, 2024 Federated Learning Intrusion Detection
— Unverified Venomancer: Towards Imperceptible and Target-on-Demand Backdoor Attacks in Federated Learning Jul 3, 2024 Backdoor Attack Federated Learning
Code Code Available Federated Learning for Zero-Day Attack Detection in 5G and Beyond V2X Networks Jul 3, 2024 Federated Learning Intrusion Detection
— Unverified Effective Heterogeneous Federated Learning via Efficient Hypernetwork-based Weight Generation Jul 3, 2024 Federated Learning
Code Code Available Towards Federated Learning with On-device Training and Communication in 8-bit Floating Point Jul 2, 2024 Federated Learning
— Unverified Federated Distillation for Medical Image Classification: Towards Trustworthy Computer-Aided Diagnosis Jul 2, 2024 Classification Federated Learning
— Unverified FedIA: Federated Medical Image Segmentation with Heterogeneous Annotation Completeness Jul 2, 2024 Federated Learning Image Segmentation
Code Code Available Decentralized Intelligence Network (DIN) Jul 2, 2024 Federated Learning
— Unverified Enable the Right to be Forgotten with Federated Client Unlearning in Medical Imaging Jul 2, 2024 Federated Learning
Code Code Available Contribution Evaluation of Heterogeneous Participants in Federated Learning via Prototypical Representations Jul 2, 2024 Federated Learning
— Unverified FedEx: Expediting Federated Learning over Heterogeneous Mobile Devices by Overlapping and Participant Selection Jul 1, 2024 Federated Learning
— Unverified SplitLoRA: A Split Parameter-Efficient Fine-Tuning Framework for Large Language Models Jul 1, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified 