Backdoor Attacks in Federated Learning by Rare Embeddings and Gradient Ensembling Apr 29, 2022 Federated Learning Model Poisoning
— Unverified Exploration and Exploitation in Federated Learning to Exclude Clients with Poisoned Data Apr 29, 2022 Federated Learning
— Unverified AGIC: Approximate Gradient Inversion Attack on Federated Learning Apr 28, 2022 Federated Learning
— Unverified Federated Learning on Heterogeneous and Long-Tailed Data via Classifier Re-Training with Federated Features Apr 28, 2022 Federated Learning Privacy Preserving
Code Code Available Personalized Federated Learning with Multiple Known Clusters Apr 28, 2022 Federated Learning Personalized Federated Learning
Code Code Available Decision Models for Selecting Federated Learning Architecture Patterns Apr 28, 2022 Federated Learning Management
— Unverified Improving the Robustness of Federated Learning for Severely Imbalanced Datasets Apr 28, 2022 Federated Learning imbalanced classification
— Unverified AdaBest: Minimizing Client Drift in Federated Learning via Adaptive Bias Estimation Apr 27, 2022 Federated Learning
Code Code Available FedShuffle: Recipes for Better Use of Local Work in Federated Learning Apr 27, 2022 Federated Learning
— Unverified Heterogeneous Ensemble Knowledge Transfer for Training Large Models in Federated Learning Apr 27, 2022 Diversity Ensemble Learning
— Unverified Continual Learning for Peer-to-Peer Federated Learning: A Study on Automated Brain Metastasis Identification Apr 26, 2022 Continual Learning Federated Learning
— Unverified Poisoning Deep Learning Based Recommender Model in Federated Learning Scenarios Apr 26, 2022 Deep Learning Federated Learning
Code Code Available A review of Federated Learning in Intrusion Detection Systems for IoT Apr 26, 2022 Federated Learning Intrusion Detection
— Unverified Time-triggered Federated Learning over Wireless Networks Apr 26, 2022 Federated Learning Privacy Preserving
— Unverified Federated Stochastic Primal-dual Learning with Differential Privacy Apr 26, 2022 Federated Learning
— Unverified One-shot Federated Learning without Server-side Training Apr 26, 2022 Federated Learning image-classification
Code Code Available Enhancing Privacy against Inversion Attacks in Federated Learning by using Mixing Gradients Strategies Apr 26, 2022 Federated Learning
— Unverified PP-MARL: Efficient Privacy-Preserving Multi-Agent Reinforcement Learning for Cooperative Intelligence in Communications Apr 26, 2022 Federated Learning Management
— Unverified Analysing the Influence of Attack Configurations on the Reconstruction of Medical Images in Federated Learning Apr 25, 2022 Federated Learning
— Unverified FedDUAP: Federated Learning with Dynamic Update and Adaptive Pruning Using Shared Data on the Server Apr 25, 2022 Federated Learning
— Unverified Secure Distributed/Federated Learning: Prediction-Privacy Trade-Off for Multi-Agent System Apr 24, 2022 Federated Learning Privacy Preserving
— Unverified Federated Learning with Lossy Distributed Source Coding: Analysis and Optimization Apr 23, 2022 Federated Learning Quantization
— Unverified GFCL: A GRU-based Federated Continual Learning Framework against Data Poisoning Attacks in IoV Apr 23, 2022 Anomaly Detection Continual Learning
— Unverified Federated Geometric Monte Carlo Clustering to Counter Non-IID Datasets Apr 23, 2022 Clustering Federated Learning
— Unverified Federated Contrastive Learning for Volumetric Medical Image Segmentation Apr 23, 2022 Contrastive Learning Federated Learning
— Unverified Federated Learning: Balancing the Thin Line Between Data Intelligence and Privacy Apr 22, 2022 Data Poisoning Federated Learning
— Unverified A Closer Look at Personalization in Federated Image Classification Apr 22, 2022 Classification Edge-computing
— Unverified Federated Learning Enables Big Data for Rare Cancer Boundary Detection Apr 22, 2022 Boundary Detection Federated Learning
Code Code Available Federated Learning via Inexact ADMM Apr 22, 2022 Federated Learning
Code Code Available Application of Federated Learning in Building a Robust COVID-19 Chest X-ray Classification Model Apr 22, 2022 Binary Classification Federated Learning
— Unverified Efficient Wireless Federated Learning with Partial Model Aggregation Apr 20, 2022 Federated Learning model
— Unverified Federated Learning in Multi-Center Critical Care Research: A Systematic Case Study using the eICU Database Apr 20, 2022 Federated Learning
— Unverified Is Non-IID Data a Threat in Federated Online Learning to Rank? Apr 20, 2022 Federated Learning Information Retrieval
Code Code Available Federated Learning for Distributed Energy-Efficient Resource Allocation Apr 20, 2022 Federated Learning Multi-agent Reinforcement Learning
— Unverified A Practical Cross-Device Federated Learning Framework over 5G Networks Apr 18, 2022 Autonomous Driving Federated Learning
— Unverified PrivateRec: Differentially Private Training and Serving for Federated News Recommendation Apr 18, 2022 Federated Learning News Recommendation
— Unverified FedKL: Tackling Data Heterogeneity in Federated Reinforcement Learning by Penalizing KL Divergence Apr 18, 2022 Federated Learning reinforcement-learning
Code Code Available Federated Learning Cost Disparity for IoT Devices Apr 17, 2022 Federated Learning
— Unverified Self-Aware Personalized Federated Learning Apr 17, 2022 Federated Learning Personalized Federated Learning
— Unverified DRFLM: Distributionally Robust Federated Learning with Inter-client Noise via Local Mixup Apr 16, 2022 Drug Discovery Federated Learning
— Unverified Homomorphic Encryption and Federated Learning based Privacy-Preserving CNN Training: COVID-19 Detection Use-Case Apr 16, 2022 Adversarial Attack Federated Learning
— Unverified FedCau: A Proactive Stop Policy for Communication and Computation Efficient Federated Learning Apr 16, 2022 Collision Avoidance Federated Learning
— Unverified IOP-FL: Inside-Outside Personalization for Federated Medical Image Segmentation Apr 16, 2022 Federated Learning Image Segmentation
Code Code Available Towards cost-effective and resource-aware aggregation at Edge for Federated Learning Apr 16, 2022 Federated Learning
— Unverified A Differentially Private Probabilistic Framework for Modeling the Variability Across Federated Datasets of Heterogeneous Multi-View Observations Apr 15, 2022 Federated Learning
— Unverified Learning Task-Aware Energy Disaggregation: a Federated Approach Apr 14, 2022 Federated Learning Meta-Learning
Code Code Available Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation Apr 14, 2022 Federated Learning Privacy Preserving
Code Code Available HCFL: A High Compression Approach for Communication-Efficient Federated Learning in Very Large Scale IoT Networks Apr 14, 2022 Federated Learning
Code Code Available FederatedScope-GNN: Towards a Unified, Comprehensive and Efficient Package for Federated Graph Learning Apr 12, 2022 Federated Learning Graph Learning
— Unverified Distributed learning optimisation of Cox models can leak patient data: Risks and solutions Apr 12, 2022 Federated Learning
— Unverified 