ACE: A Model Poisoning Attack on Contribution Evaluation Methods in Federated Learning May 31, 2024 Federated Learning Model Poisoning
— Unverified Non-Federated Multi-Task Split Learning for Heterogeneous Sources May 31, 2024 Federated Learning image-classification
— Unverified GANcrop: A Contrastive Defense Against Backdoor Attacks in Federated Learning May 31, 2024 Contrastive Learning Federated Learning
— Unverified Selective Knowledge Sharing for Personalized Federated Learning Under Capacity Heterogeneity May 31, 2024 Federated Learning Personalized Federated Learning
— Unverified GI-NAS: Boosting Gradient Inversion Attacks through Adaptive Neural Architecture Search May 31, 2024 Federated Learning Neural Architecture Search
— Unverified Share Secrets for Privacy: Confidential Forecasting with Vertical Federated Learning May 31, 2024 Federated Learning Navigate
Code Code Available Sheaf HyperNetworks for Personalized Federated Learning May 31, 2024 Federated Learning Molecular Property Prediction
— Unverified Enhancing Performance for Highly Imbalanced Medical Data via Data Regularization in a Federated Learning Setting May 30, 2024 Disease Prediction Federated Learning
— Unverified Gradient Inversion of Federated Diffusion Models May 30, 2024 Federated Learning Privacy Preserving
— Unverified On Vessel Location Forecasting and the Effect of Federated Learning May 30, 2024 Federated Learning
Code Code Available Federated Learning with Multi-resolution Model Broadcast May 30, 2024 Federated Learning model
— Unverified Cross-Training with Multi-View Knowledge Fusion for Heterogenous Federated Learning May 30, 2024 Federated Learning Representation Learning
— Unverified Federated and Transfer Learning for Cancer Detection Based on Image Analysis May 30, 2024 Federated Learning Transfer Learning
— Unverified SPAM: Stochastic Proximal Point Method with Momentum Variance Reduction for Non-convex Cross-Device Federated Learning May 30, 2024 Federated Learning
— Unverified subMFL: Compatiple subModel Generation for Federated Learning in Device Heterogenous Environment May 30, 2024 Federated Learning Model Compression
Code Code Available Exploring the Practicality of Federated Learning: A Survey Towards the Communication Perspective May 30, 2024 Federated Learning Privacy Preserving
— Unverified Enhancing Security and Privacy in Federated Learning using Low-Dimensional Update Representation and Proximity-Based Defense May 29, 2024 Federated Learning Privacy Preserving
— Unverified Optimizing Split Points for Error-Resilient SplitFed Learning May 29, 2024 Federated Learning Image Segmentation
— Unverified Block-FeDL: Electric Vehicle Charging Load Forecasting using Federated Learning and Blockchain May 29, 2024 Federated Learning Load Forecasting
— Unverified FedMAP: Unlocking Potential in Personalized Federated Learning through Bi-Level MAP Optimization May 29, 2024 Federated Learning Personalized Federated Learning
Code Code Available LoByITFL: Low Communication Secure and Private Federated Learning May 29, 2024 Federated Learning
— Unverified Federated Learning under Partially Class-Disjoint Data via Manifold Reshaping May 29, 2024 Federated Learning
Code Code Available Differentially Private Clustered Federated Learning May 29, 2024 Clustering Fairness
— Unverified An Innovative Networks in Federated Learning May 28, 2024 Computational Efficiency Federated Learning
— Unverified PeerFL: A Simulator for Peer-to-Peer Federated Learning at Scale May 28, 2024 Federated Learning
Code Code Available Post-Fair Federated Learning: Achieving Group and Community Fairness in Federated Learning via Post-processing May 28, 2024 Fairness Federated Learning
— Unverified Towards Communication-efficient Federated Learning via Sparse and Aligned Adaptive Optimization May 28, 2024 Federated Learning
— Unverified Decentralized Directed Collaboration for Personalized Federated Learning May 28, 2024 Federated Learning Personalized Federated Learning
— Unverified FedSAC: Dynamic Submodel Allocation for Collaborative Fairness in Federated Learning May 28, 2024 Collaborative Fairness Fairness
Code Code Available LabObf: A Label Protection Scheme for Vertical Federated Learning Through Label Obfuscation May 27, 2024 Federated Learning Privacy Preserving
— Unverified Efficient Model Compression for Hierarchical Federated Learning May 27, 2024 Edge-computing Federated Learning
— Unverified Federating Dynamic Models using Early-Exit Architectures for Automatic Speech Recognition on Heterogeneous Clients May 27, 2024 Automatic Speech Recognition Federated Learning
Code Code Available FedHPL: Efficient Heterogeneous Federated Learning with Prompt Tuning and Logit Distillation May 27, 2024 Federated Learning Privacy Preserving
— Unverified Federated Learning with Blockchain-Enhanced Machine Unlearning: A Trustworthy Approach May 27, 2024 Federated Learning Machine Unlearning
— Unverified A Systematic Review of Federated Generative Models May 26, 2024 Federated Learning
— Unverified Machine learning in business process management: A systematic literature review May 26, 2024 Federated Learning Management
— Unverified Multi-Level Additive Modeling for Structured Non-IID Federated Learning May 26, 2024 Additive models Federated Learning
Code Code Available Client2Vec: Improving Federated Learning by Distribution Shifts Aware Client Indexing May 25, 2024 Federated Learning Privacy Preserving
Code Code Available FedSheafHN: Personalized Federated Learning on Graph-structured Data May 25, 2024 Federated Learning Graph Embedding
— Unverified Federated Learning for Non-factorizable Models using Deep Generative Prior Approximations May 25, 2024 Decision Making Epidemiology
Code Code Available Secure Hierarchical Federated Learning in Vehicular Networks Using Dynamic Client Selection and Anomaly Detection May 25, 2024 Anomaly Detection Federated Learning
— Unverified CAFe: Cost and Age aware Federated Learning May 24, 2024 Federated Learning
— Unverified Transformer-based Federated Learning for Multi-Label Remote Sensing Image Classification May 24, 2024 Federated Learning image-classification
— Unverified RFLPA: A Robust Federated Learning Framework against Poisoning Attacks with Secure Aggregation May 24, 2024 Federated Learning
Code Code Available Decaf: Data Distribution Decompose Attack against Federated Learning May 24, 2024 Federated Learning
— Unverified Harnessing Increased Client Participation with Cohort-Parallel Federated Learning May 24, 2024 Federated Learning image-classification
— Unverified Federated Behavioural Planes: Explaining the Evolution of Client Behaviour in Federated Learning May 24, 2024 counterfactual Decision Making
Code Code Available FedCal: Achieving Local and Global Calibration in Federated Learning via Aggregated Parameterized Scaler May 24, 2024 Federated Learning
— Unverified Towards Client Driven Federated Learning May 24, 2024 Federated Learning
— Unverified Exploring Age-of-Information Weighting in Federated Learning under Data Heterogeneity May 24, 2024 Federated Learning
— Unverified 