Asymmetrical Reciprocity-based Federated Learning for Resolving Disparities in Medical Diagnosis Dec 27, 2024 Diagnostic Federated Learning
Code Code Available Federated Hybrid Training and Self-Adversarial Distillation: Towards Robust Edge Networks Dec 26, 2024 Data Augmentation Federated Learning
— Unverified Effective and secure federated online learning to rank Dec 26, 2024 Federated Learning Learning-To-Rank
— Unverified Optimal Federated Learning for Functional Mean Estimation under Heterogeneous Privacy Constraints Dec 25, 2024 Federated Learning Privacy Preserving
— Unverified FedCFA: Alleviating Simpson's Paradox in Model Aggregation with Counterfactual Federated Learning Dec 25, 2024 counterfactual Distributed Optimization
Code Code Available Federated Learning with Partially Labeled Data: A Conditional Distillation Approach Dec 25, 2024 Federated Learning Image Segmentation
— Unverified FedGIG: Graph Inversion from Gradient in Federated Learning Dec 24, 2024 Federated Learning Graph Learning
— Unverified An Empirical Analysis of Federated Learning Models Subject to Label-Flipping Adversarial Attack Dec 24, 2024 Adversarial Attack Federated Learning
— Unverified FedVCK: Non-IID Robust and Communication-Efficient Federated Learning via Valuable Condensed Knowledge for Medical Image Analysis Dec 24, 2024 Contrastive Learning Federated Learning
— Unverified Addressing Spatial-Temporal Data Heterogeneity in Federated Continual Learning via Tail Anchor Dec 24, 2024 Continual Learning Federated Learning
— Unverified GeFL: Model-Agnostic Federated Learning with Generative Models Dec 24, 2024 Federated Learning model
— Unverified Edge-AI for Agriculture: Lightweight Vision Models for Disease Detection in Resource-Limited Settings Dec 23, 2024 Computational Efficiency Federated Learning
— Unverified Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Dec 23, 2024 Federated Learning Knowledge Distillation
— Unverified FedMeld: A Model-dispersal Federated Learning Framework for Space-ground Integrated Networks Dec 23, 2024 Federated Learning
— Unverified Asynchronous Federated Learning: A Scalable Approach for Decentralized Machine Learning Dec 23, 2024 Federated Learning Privacy Preserving
Code Code Available Exploiting Label Skewness for Spiking Neural Networks in Federated Learning Dec 23, 2024 Federated Learning Knowledge Distillation
— Unverified FedTLU: Federated Learning with Targeted Layer Updates Dec 23, 2024 Federated Learning Language Modeling
— Unverified FedCross: Intertemporal Federated Learning Under Evolutionary Games Dec 22, 2024 Federated Learning
— Unverified Data value estimation on private gradients Dec 22, 2024 Data Valuation Federated Learning
— Unverified Label Privacy in Split Learning for Large Models with Parameter-Efficient Training Dec 21, 2024 Federated Learning parameter-efficient fine-tuning
Code Code Available Federal Learning Framework for Quality Evaluation of Blastomere Cleavage Dec 21, 2024 Federated Learning
— Unverified Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Dec 21, 2024 Computational Efficiency Federated Learning
— Unverified FedGA: Federated Learning with Gradient Alignment for Error Asymmetry Mitigation Dec 21, 2024 Federated Learning
— Unverified Privacy in Fine-tuning Large Language Models: Attacks, Defenses, and Future Directions Dec 21, 2024 Federated Learning Privacy Preserving
— Unverified Differentially Private Federated Learning of Diffusion Models for Synthetic Tabular Data Generation Dec 20, 2024 Denoising Federated Learning
— Unverified DualGFL: Federated Learning with a Dual-Level Coalition-Auction Game Dec 20, 2024 Attribute Federated Learning
— Unverified AutoRank: MCDA Based Rank Personalization for LoRA-Enabled Distributed Learning Dec 20, 2024 Federated Learning
— Unverified The Impact of Cut Layer Selection in Split Federated Learning Dec 20, 2024 Federated Learning
— Unverified fluke: Federated Learning Utility frameworK for Experimentation and research Dec 20, 2024 Federated Learning
Code Code Available Federated Learning for Coronary Artery Plaque Detection in Atherosclerosis Using IVUS Imaging: A Multi-Hospital Collaboration Dec 19, 2024 Computational Efficiency Data Integration
— Unverified FLAMe: Federated Learning with Attention Mechanism using Spatio-Temporal Keypoint Transformers for Pedestrian Fall Detection in Smart Cities Dec 19, 2024 Federated Learning
— Unverified Summary of Point Transformer with Federated Learning for Predicting Breast Cancer HER2 Status from Hematoxylin and Eosin-Stained Whole Slide Images Dec 19, 2024 Federated Learning whole slide images
— Unverified LoLaFL: Low-Latency Federated Learning via Forward-only Propagation Dec 19, 2024 Federated Learning
— Unverified Robust Federated Learning in the Face of Covariate Shift: A Magnitude Pruning with Hybrid Regularization Framework for Enhanced Model Aggregation Dec 19, 2024 Federated Learning
— Unverified FedPIA -- Permuting and Integrating Adapters leveraging Wasserstein Barycenters for Finetuning Foundation Models in Multi-Modal Federated Learning Dec 19, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified SplitFedZip: Learned Compression for Data Transfer Reduction in Split-Federated Learning Dec 18, 2024 Federated Learning Image Segmentation
Code Code Available Covariances for Free: Exploiting Mean Distributions for Federated Learning with Pre-Trained Models Dec 18, 2024 Federated Learning
Code Code Available FedSTaS: Client Stratification and Client Level Sampling for Efficient Federated Learning Dec 18, 2024 Federated Learning Privacy Preserving
— Unverified On the Robustness of Distributed Machine Learning against Transfer Attacks Dec 18, 2024 Federated Learning
Code Code Available Federated Source-free Domain Adaptation for Classification: Weighted Cluster Aggregation for Unlabeled Data Dec 18, 2024 Domain Adaptation Federated Learning
— Unverified Federated t-SNE and UMAP for Distributed Data Visualization Dec 18, 2024 Clustering Data Visualization
— Unverified Rehearsal-Free Continual Federated Learning with Synergistic Synaptic Intelligence Dec 18, 2024 Federated Learning Novel Concepts
— Unverified Federated Unlearning Model Recovery in Data with Skewed Label Distributions Dec 18, 2024 Denoising Federated Learning
— Unverified Federated Learning and RAG Integration: A Scalable Approach for Medical Large Language Models Dec 18, 2024 Federated Learning Privacy Preserving
— Unverified SemiDFL: A Semi-Supervised Paradigm for Decentralized Federated Learning Dec 18, 2024 Federated Learning
Code Code Available Building Gradient Bridges: Label Leakage from Restricted Gradient Sharing in Federated Learning Dec 17, 2024 Federated Learning
— Unverified Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Dec 17, 2024 Federated Learning
— Unverified F-RBA: A Federated Learning-based Framework for Risk-based Authentication Dec 16, 2024 Anomaly Detection Feature Engineering
— Unverified Just a Simple Transformation is Enough for Data Protection in Vertical Federated Learning Dec 16, 2024 Federated Learning Privacy Preserving Deep Learning
Code Code Available Efficiently Achieving Secure Model Training and Secure Aggregation to Ensure Bidirectional Privacy-Preservation in Federated Learning Dec 16, 2024 Federated Learning Privacy Preserving
— Unverified 