DPD-fVAE: Synthetic Data Generation Using Federated Variational Autoencoders With Differentially-Private Decoder Nov 21, 2022 Decoder Federated Learning
Code Code Available FedDCT: Federated Learning of Large Convolutional Neural Networks on Resource Constrained Devices using Divide and Collaborative Training Nov 20, 2022 Federated Learning
Code Code Available Mask Off: Analytic-based Malware Detection By Transfer Learning and Model Personalization Nov 20, 2022 Android Malware Detection Federated Learning
— Unverified Learning to Generate Image Embeddings with User-level Differential Privacy Nov 20, 2022 Federated Learning image-classification
— Unverified Scalable Collaborative Learning via Representation Sharing Nov 20, 2022 Federated Learning Knowledge Distillation
— Unverified DYNAFED: Tackling Client Data Heterogeneity with Global Dynamics Nov 20, 2022 Federated Learning
Code Code Available Non-Coherent Over-the-Air Decentralized Gradient Descent Nov 19, 2022 Federated Learning image-classification
— Unverified Personalized Federated Learning with Hidden Information on Personalized Prior Nov 19, 2022 Classification Federated Learning
— Unverified FedSiam-DA: Dual-aggregated Federated Learning via Siamese Network under Non-IID Data Nov 17, 2022 Contrastive Learning Federated Learning
— Unverified FedFA: Federated Learning with Feature Anchors to Align Features and Classifiers for Heterogeneous Data Nov 17, 2022 Classifier calibration Federated Learning
Code Code Available Personalized Federated Learning for Multi-task Fault Diagnosis of Rotating Machinery Nov 17, 2022 Fault Diagnosis Federated Learning
— Unverified Explainable, Domain-Adaptive, and Federated Artificial Intelligence in Medicine Nov 17, 2022 Decision Making Domain Adaptation
— Unverified Resource Allocation of Federated Learning for the Metaverse with Mobile Augmented Reality Nov 16, 2022 CPU Federated Learning
— Unverified Quantifying the Impact of Label Noise on Federated Learning Nov 15, 2022 Federated Learning
— Unverified Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges Nov 15, 2022 Federated Learning
Code Code Available Personalized Federated Learning with Multi-branch Architecture Nov 15, 2022 Federated Learning Personalized Federated Learning
— Unverified Federated Adaptive Prompt Tuning for Multi-Domain Collaborative Learning Nov 15, 2022 Federated Learning image-classification
Code Code Available FedTune: A Deep Dive into Efficient Federated Fine-Tuning with Pre-trained Transformers Nov 15, 2022 Federated Learning Language Modelling
— Unverified Federated Learning for Healthcare Domain - Pipeline, Applications and Challenges Nov 15, 2022 Federated Learning Survey
— Unverified Bayesian Federated Neural Matching that Completes Full Information Nov 15, 2022 Federated Learning image-classification
— Unverified Optimal Privacy Preserving for Federated Learning in Mobile Edge Computing Nov 14, 2022 Edge-computing Federated Learning
— Unverified Feature Correlation-guided Knowledge Transfer for Federated Self-supervised Learning Nov 14, 2022 Feature Correlation Federated Learning
— Unverified FedCL: Federated Multi-Phase Curriculum Learning to Synchronously Correlate User Heterogeneity Nov 14, 2022 Federated Learning Knowledge Distillation
Code Code Available Universal EHR Federated Learning Framework Nov 14, 2022 Federated Learning
Code Code Available Federated Learning for Autoencoder-based Condition Monitoring in the Industrial Internet of Things Nov 14, 2022 Federated Learning Transfer Learning
— Unverified Adaptive Federated Minimax Optimization with Lower Complexities Nov 14, 2022 Federated Learning Privacy Preserving
— Unverified Watermarking in Secure Federated Learning: A Verification Framework Based on Client-Side Backdooring Nov 14, 2022 Federated Learning
— Unverified FedTracker: Furnishing Ownership Verification and Traceability for Federated Learning Model Nov 14, 2022 Continual Learning Federated Learning
— Unverified Differentially Private Vertical Federated Learning Nov 13, 2022 Federated Learning Vertical Federated Learning
— Unverified Towards Privacy-Aware Causal Structure Learning in Federated Setting Nov 13, 2022 Federated Learning Privacy Preserving
Code Code Available Quantum Split Neural Network Learning using Cross-Channel Pooling Nov 12, 2022 Federated Learning Privacy Preserving
— Unverified Federated Unsupervised Visual Representation Learning via Exploiting General Content and Personal Style Nov 11, 2022 Contrastive Learning Federated Learning
— Unverified A Federated Approach to Predicting Emojis in Hindi Tweets Nov 11, 2022 Federated Learning
Code Code Available From Competition to Collaboration: Making Toy Datasets on Kaggle Clinically Useful for Chest X-Ray Diagnosis Using Federated Learning Nov 11, 2022 Federated Learning Pneumonia Detection
— Unverified FedLesScan: Mitigating Stragglers in Serverless Federated Learning Nov 10, 2022 Federated Learning
Code Code Available Secure Aggregation Is Not All You Need: Mitigating Privacy Attacks with Noise Tolerance in Federated Learning Nov 10, 2022 All Federated Learning
— Unverified Robust Smart Home Face Recognition under Starving Federated Data Nov 10, 2022 Adversarial Attack Face Recognition
Code Code Available Robust Federated Learning against both Data Heterogeneity and Poisoning Attack via Aggregation Optimization Nov 10, 2022 Federated Learning
— Unverified Warmup and Transfer Knowledge-Based Federated Learning Approach for IoT Continuous Authentication Nov 10, 2022 Federated Learning Transfer Learning
— Unverified Resource-Aware Heterogeneous Federated Learning using Neural Architecture Search Nov 9, 2022 Federated Learning Neural Architecture Search
— Unverified Almost Tight Error Bounds on Differentially Private Continual Counting Nov 9, 2022 Federated Learning
— Unverified Knowledge Distillation for Federated Learning: a Practical Guide Nov 9, 2022 Federated Learning Knowledge Distillation
— Unverified Framework Construction of an Adversarial Federated Transfer Learning Classifier Nov 9, 2022 Classification Diagnostic
— Unverified Privacy-Aware Compression for Federated Learning Through Numerical Mechanism Design Nov 8, 2022 Federated Learning
Code Code Available Clustered Federated Learning based on Nonconvex Pairwise Fusion Nov 8, 2022 Federated Learning
Code Code Available Enhancing Efficiency in Multidevice Federated Learning through Data Selection Nov 8, 2022 Federated Learning
Code Code Available Stochastic Coded Federated Learning: Theoretical Analysis and Incentive Mechanism Design Nov 8, 2022 Federated Learning Privacy Preserving
— Unverified A Penalty-Based Method for Communication-Efficient Decentralized Bilevel Programming Nov 8, 2022 Bilevel Optimization Federated Learning
— Unverified Federated Learning Using Three-Operator ADMM Nov 8, 2022 Federated Learning
— Unverified FedGrad: Optimisation in Decentralised Machine Learning Nov 7, 2022 Federated Learning
— Unverified 