CoDream: Exchanging dreams instead of models for federated aggregation with heterogeneous models Feb 25, 2024 Federated Learning
— Unverified Bayesian Neural Network For Personalized Federated Learning Parameter Selection Feb 25, 2024 Federated Learning Personalized Federated Learning
— Unverified ESFL: Efficient Split Federated Learning over Resource-Constrained Heterogeneous Wireless Devices Feb 24, 2024 Federated Learning
— Unverified FedMM: Federated Multi-Modal Learning with Modality Heterogeneity in Computational Pathology Feb 24, 2024 Federated Learning Privacy Preserving
— Unverified Chu-ko-nu: A Reliable, Efficient, and Anonymously Authentication-Enabled Realization for Multi-Round Secure Aggregation in Federated Learning Feb 23, 2024 Federated Learning
— Unverified Enhancing One-Shot Federated Learning Through Data and Ensemble Co-Boosting Feb 23, 2024 Federated Learning
Code Code Available A Bargaining-based Approach for Feature Trading in Vertical Federated Learning Feb 23, 2024 Federated Learning Vertical Federated Learning
— Unverified Convergence Analysis of Split Federated Learning on Heterogeneous Data Feb 23, 2024 Federated Learning
— Unverified RVE-PFL: Robust Variational Encoder-based Personalised Federated Learning against Model Inversion Attacks Feb 22, 2024 Federated Learning Privacy Preserving
Code Code Available Efficient Unbiased Sparsification Feb 22, 2024 Federated Learning
— Unverified Practical Insights into Knowledge Distillation for Pre-Trained Models Feb 22, 2024 Federated Learning Knowledge Distillation
— Unverified Privacy-Enhancing Collaborative Information Sharing through Federated Learning -- A Case of the Insurance Industry Feb 22, 2024 Federated Learning Fraud Detection
— Unverified Federated Fairness without Access to Sensitive Groups Feb 22, 2024 Fairness Federated Learning
— Unverified Federated Learning in Genetics: Extended Analysis of Accuracy, Performance and Privacy Trade-offs Feb 22, 2024 Federated Learning Prognosis
— Unverified Federated Neural Graph Databases Feb 22, 2024 Complex Query Answering Federated Learning
— Unverified FedADMM-InSa: An Inexact and Self-Adaptive ADMM for Federated Learning Feb 21, 2024 Federated Learning
— Unverified Random Aggregate Beamforming for Over-the-Air Federated Learning in Large-Scale Networks Feb 20, 2024 Federated Learning
— Unverified FGAD: Self-boosted Knowledge Distillation for An Effective Federated Graph Anomaly Detection Framework Feb 20, 2024 Anomaly Detection Federated Learning
— Unverified Federated Multi-Task Learning on Non-IID Data Silos: An Experimental Study Feb 20, 2024 Federated Learning Multi-Task Learning
Code Code Available Stochastic Approximation Approach to Federated Machine Learning Feb 20, 2024 Federated Learning
— Unverified Byzantine-Robust Federated Learning: Impact of Client Subsampling and Local Updates Feb 20, 2024 Federated Learning image-classification
— Unverified ADEPT: Hierarchical Bayes Approach to Personalized Federated Unsupervised Learning Feb 19, 2024 Dimensionality Reduction Federated Learning
Code Code Available Secure Federated Learning Across Heterogeneous Cloud and High-Performance Computing Resources -- A Case Study on Federated Fine-tuning of LLaMA 2 Feb 19, 2024 Cloud Computing Federated Learning
— Unverified Federated Bayesian Network Ensembles Feb 19, 2024 Federated Learning
— Unverified On the Byzantine-Resilience of Distillation-Based Federated Learning Feb 19, 2024 Federated Learning Knowledge Distillation
Code Code Available Poisoning Federated Recommender Systems with Fake Users Feb 18, 2024 Federated Learning Recommendation Systems
— Unverified Federated Fine-tuning of Large Language Models under Heterogeneous Tasks and Client Resources Feb 18, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified Achieving Linear Speedup in Asynchronous Federated Learning with Heterogeneous Clients Feb 17, 2024 Federated Learning
— Unverified Enhancing Convergence in Federated Learning: A Contribution-Aware Asynchronous Approach Feb 16, 2024 Federated Learning
— Unverified Differential Private Federated Transfer Learning for Mental Health Monitoring in Everyday Settings: A Case Study on Stress Detection Feb 16, 2024 Federated Learning Privacy Preserving
— Unverified FedKit: Enabling Cross-Platform Federated Learning for Android and iOS Feb 16, 2024 Federated Learning
Code Code Available FedD2S: Personalized Data-Free Federated Knowledge Distillation Feb 16, 2024 Data-free Knowledge Distillation Fairness
— Unverified SusFL: Energy-Aware Federated Learning-based Monitoring for Sustainable Smart Farms Feb 15, 2024 Data Poisoning Federated Learning
— Unverified FedRDF: A Robust and Dynamic Aggregation Function against Poisoning Attacks in Federated Learning Feb 15, 2024 Federated Learning Model Poisoning
— Unverified Federated Prompt-based Decision Transformer for Customized VR Services in Mobile Edge Computing System Feb 15, 2024 Edge-computing Federated Learning
— Unverified Prompt-based Personalized Federated Learning for Medical Visual Question Answering Feb 15, 2024 Federated Learning Medical Visual Question Answering
— Unverified DPBalance: Efficient and Fair Privacy Budget Scheduling for Federated Learning as a Service Feb 15, 2024 Fairness Federated Learning
— Unverified An advanced data fabric architecture leveraging homomorphic encryption and federated learning Feb 15, 2024 Federated Learning Medical Image Analysis
— Unverified Digital versus Analog Transmissions for Federated Learning over Wireless Networks Feb 15, 2024 Federated Learning
— Unverified Benchmarking federated strategies in Peer-to-Peer Federated learning for biomedical data Feb 15, 2024 Benchmarking Federated Learning
— Unverified A chaotic maps-based privacy-preserving distributed deep learning for incomplete and Non-IID datasets Feb 15, 2024 Deep Learning Federated Learning
— Unverified Adaptive Federated Learning in Heterogeneous Wireless Networks with Independent Sampling Feb 15, 2024 Federated Learning
— Unverified Smart Information Exchange for Unsupervised Federated Learning via Reinforcement Learning Feb 15, 2024 Federated Learning reinforcement-learning
— Unverified Investigation of Federated Learning Algorithms for Retinal Optical Coherence Tomography Image Classification with Statistical Heterogeneity Feb 15, 2024 Federated Learning image-classification
Code Code Available FedAnchor: Enhancing Federated Semi-Supervised Learning with Label Contrastive Loss for Unlabeled Clients Feb 15, 2024 Federated Learning
— Unverified A Federated Framework for LLM-based Recommendation Feb 15, 2024 Federated Learning Language Modelling
Code Code Available Some Targets Are Harder to Identify than Others: Quantifying the Target-dependent Membership Leakage Feb 15, 2024 Federated Learning
— Unverified A privacy-preserving, distributed and cooperative FCM-based learning approach for cancer research Feb 15, 2024 Federated Learning Privacy Preserving
— Unverified FedLion: Faster Adaptive Federated Optimization with Fewer Communication Feb 15, 2024 Federated Learning
Code Code Available FedSiKD: Clients Similarity and Knowledge Distillation: Addressing Non-i.i.d. and Constraints in Federated Learning Feb 14, 2024 Federated Learning Knowledge Distillation
Code Code Available 