Personalized Federated Learning with Communication Compression Sep 12, 2022 Federated Learning Personalized Federated Learning
— Unverified Cocktail Party Attack: Breaking Aggregation-Based Privacy in Federated Learning using Independent Component Analysis Sep 12, 2022 blind source separation Federated Learning
— Unverified Towards More Efficient Data Valuation in Healthcare Federated Learning using Ensembling Sep 12, 2022 Data Valuation Federated Learning
— Unverified Preserving Privacy in Federated Learning with Ensemble Cross-Domain Knowledge Distillation Sep 10, 2022 Federated Learning image-classification
— Unverified Anomaly Detection through Unsupervised Federated Learning Sep 9, 2022 Anomaly Detection Federated Learning
Code Code Available FedDAR: Federated Domain-Aware Representation Learning Sep 8, 2022 Diversity Federated Learning
— Unverified FADE: Enabling Federated Adversarial Training on Heterogeneous Resource-Constrained Edge Devices Sep 8, 2022 Adversarial Robustness Federated Learning
— Unverified A Framework for Evaluating Privacy-Utility Trade-off in Vertical Federated Learning Sep 8, 2022 Federated Learning Privacy Preserving
Code Code Available Unraveling the Connections between Privacy and Certified Robustness in Federated Learning Against Poisoning Attacks Sep 8, 2022 Federated Learning
— Unverified Modular Federated Learning Sep 7, 2022 Federated Learning Time Series
— Unverified Cerberus: Exploring Federated Prediction of Security Events Sep 7, 2022 Federated Learning Prediction
— Unverified Faster federated optimization under second-order similarity Sep 6, 2022 Federated Learning
— Unverified Boost Decentralized Federated Learning in Vehicular Networks by Diversifying Data Sources Sep 5, 2022 Federated Learning
— Unverified Federated Transfer Learning with Multimodal Data Sep 5, 2022 Federated Learning Self-Supervised Learning
— Unverified Federated Zero-Shot Learning for Visual Recognition Sep 5, 2022 Federated Learning Zero-Shot Learning
— Unverified Suppressing Noise from Built Environment Datasets to Reduce Communication Rounds for Convergence of Federated Learning Sep 3, 2022 Federated Learning Privacy Preserving
— Unverified Federated XGBoost on Sample-Wise Non-IID Data Sep 3, 2022 Federated Learning
— Unverified FedAR+: A Federated Learning Approach to Appliance Recognition with Mislabeled Data in Residential Buildings Sep 3, 2022 Federated Learning Privacy Preserving
— Unverified Predictive GAN-powered Multi-Objective Optimization for Hybrid Federated Split Learning Sep 2, 2022 Federated Learning Generative Adversarial Network
— Unverified Non-IID Quantum Federated Learning with One-shot Communication Complexity Sep 2, 2022 Federated Learning
Code Code Available Trading Off Privacy, Utility and Efficiency in Federated Learning Sep 1, 2022 Federated Learning Vertical Federated Learning
— Unverified To Store or Not? Online Data Selection for Federated Learning with Limited Storage Sep 1, 2022 Activity Recognition Data Valuation
— Unverified Federated Learning with Label Distribution Skew via Logits Calibration Sep 1, 2022 Federated Learning
Code Code Available Versatile Single-Loop Method for Gradient Estimator: First and Second Order Optimality, and its Application to Federated Learning Sep 1, 2022 Federated Learning
— Unverified Reducing Impacts of System Heterogeneity in Federated Learning using Weight Update Magnitudes Aug 30, 2022 Federated Learning
— Unverified Online Meta-Learning for Model Update Aggregation in Federated Learning for Click-Through Rate Prediction Aug 30, 2022 Click-Through Rate Prediction Federated Learning
— Unverified FedEgo: Privacy-preserving Personalized Federated Graph Learning with Ego-graphs Aug 29, 2022 Federated Learning Graph Learning
Code Code Available Exploring Semantic Attributes from A Foundation Model for Federated Learning of Disjoint Label Spaces Aug 29, 2022 Attribute Federated Learning
— Unverified Effectiveness of Federated Learning and CNN Ensemble Architectures for Identifying Brain Tumors Using MRI Images Aug 28, 2022 Federated Learning
Code Code Available Federated Learning of Large Models at the Edge via Principal Sub-Model Training Aug 28, 2022 Federated Learning
Code Code Available A Federated Learning-enabled Smart Street Light Monitoring Application: Benefits and Future Challenges Aug 27, 2022 Federated Learning Privacy Preserving
— Unverified BOBA: Byzantine-Robust Federated Learning with Label Skewness Aug 27, 2022 Federated Learning Selection bias
Code Code Available Tensor Decomposition based Personalized Federated Learning Aug 27, 2022 Diversity Federated Learning
— Unverified Lottery Aware Sparsity Hunting: Enabling Federated Learning on Resource-Limited Edge Aug 27, 2022 Federated Learning Model Compression
Code Code Available Network-Level Adversaries in Federated Learning Aug 27, 2022 Federated Learning
Code Code Available Abnormal Local Clustering in Federated Learning Aug 26, 2022 Clustering Federated Learning
— Unverified Federated and Privacy-Preserving Learning of Accounting Data in Financial Statement Audits Aug 26, 2022 Federated Learning Privacy Preserving
— Unverified Towards Federated Learning against Noisy Labels via Local Self-Regularization Aug 25, 2022 Federated Learning Privacy Preserving
Code Code Available On Differential Privacy for Federated Learning in Wireless Systems with Multiple Base Stations Aug 25, 2022 Federated Learning
— Unverified FedPrompt: Communication-Efficient and Privacy Preserving Prompt Tuning in Federated Learning Aug 25, 2022 Backdoor Attack Data Poisoning
— Unverified DPAUC: Differentially Private AUC Computation in Federated Learning Aug 25, 2022 Federated Learning
Code Code Available PromptFL: Let Federated Participants Cooperatively Learn Prompts Instead of Models -- Federated Learning in Age of Foundation Model Aug 24, 2022 Federated Learning
— Unverified Federated Self-Supervised Contrastive Learning and Masked Autoencoder for Dermatological Disease Diagnosis Aug 24, 2022 Contrastive Learning Federated Learning
— Unverified Towards Sparsified Federated Neuroimaging Models via Weight Pruning Aug 24, 2022 Federated Learning
— Unverified Federated Learning via Decentralized Dataset Distillation in Resource-Constrained Edge Environments Aug 24, 2022 Dataset Distillation Federated Learning
Code Code Available Achieving Fairness in Dermatological Disease Diagnosis through Automatic Weight Adjusting Federated Learning and Personalization Aug 23, 2022 Fairness Federated Learning
— Unverified Exact Penalty Method for Federated Learning Aug 23, 2022 Federated Learning
Code Code Available FedMCSA: Personalized Federated Learning via Model Components Self-Attention Aug 23, 2022 Federated Learning Personalized Federated Learning
— Unverified Towards Communication Efficient and Fair Federated Personalized Sequential Recommendation Aug 23, 2022 Fairness Federated Learning
— Unverified Application of federated learning techniques for arrhythmia classification using 12-lead ECG signals Aug 23, 2022 Decision Making Electrocardiography (ECG)
— Unverified 