Towards Fairer and More Efficient Federated Learning via Multidimensional Personalized Edge Models Feb 9, 2023 Computational Efficiency Fairness
— Unverified Towards Model-Agnostic Federated Learning over Networks Feb 8, 2023 Federated Learning model
Code Code Available Exploratory Analysis of Federated Learning Methods with Differential Privacy on MIMIC-III Feb 8, 2023 Diagnostic Federated Learning
— Unverified Improving the Model Consistency of Decentralized Federated Learning Feb 8, 2023 Federated Learning model
— Unverified Federated Variational Inference Methods for Structured Latent Variable Models Feb 7, 2023 Federated Learning Topic Models
— Unverified Federated Learning with Regularized Client Participation Feb 7, 2023 Federated Learning
— Unverified z-SignFedAvg: A Unified Stochastic Sign-based Compression for Federated Learning Feb 6, 2023 Federated Learning Privacy Preserving
— Unverified Adaptive Parameterization of Deep Learning Models for Federated Learning Feb 6, 2023 Deep Learning Federated Learning
— Unverified Cross-Fusion Rule for Personalized Federated Learning Feb 6, 2023 Federated Learning Personalized Federated Learning
— Unverified Federated Survival Forests Feb 6, 2023 Federated Learning Missing Values
Code Code Available One-shot Empirical Privacy Estimation for Federated Learning Feb 6, 2023 Federated Learning
— Unverified On the Convergence of Federated Averaging with Cyclic Client Participation Feb 6, 2023 Federated Learning
— Unverified Topology-aware Federated Learning in Edge Computing: A Comprehensive Survey Feb 6, 2023 Edge-computing Federated Learning
— Unverified Federated Privacy-preserving Collaborative Filtering for On-Device Next App Prediction Feb 5, 2023 Collaborative Filtering Federated Learning
— Unverified Heterogeneous Federated Knowledge Graph Embedding Learning and Unlearning Feb 4, 2023 Federated Learning Graph Embedding
— Unverified GAN-based Vertical Federated Learning for Label Protection in Binary Classification Feb 4, 2023 Binary Classification Federated Learning
— Unverified Use of Federated Learning and Blockchain towards Securing Financial Services Feb 4, 2023 Federated Learning
— Unverified Digital Over-the-Air Federated Learning in Multi-Antenna Systems Feb 4, 2023 Federated Learning
— Unverified FedSpectral+: Spectral Clustering using Federated Learning Feb 4, 2023 Clustering Federated Learning
— Unverified GTV: Generating Tabular Data via Vertical Federated Learning Feb 3, 2023 Federated Learning Privacy Preserving
— Unverified Revisiting Personalized Federated Learning: Robustness Against Backdoor Attacks Feb 3, 2023 Backdoor Attack Federated Learning
— Unverified Vertical Federated Learning: Taxonomies, Threats, and Prospects Feb 3, 2023 Federated Learning Vertical Federated Learning
— Unverified Convergence Analysis of Sequential Split Learning on Heterogeneous Data Feb 3, 2023 Federated Learning
— Unverified Instance-wise Batch Label Restoration via Gradients in Federated Learning Feb 2, 2023 Federated Learning
Code Code Available FedLAP-DP: Federated Learning by Sharing Differentially Private Loss Approximations Feb 2, 2023 Federated Learning global-optimization
Code Code Available Federated Analytics: A survey Feb 2, 2023 Federated Learning Privacy Preserving
— Unverified On the Efficacy of Differentially Private Few-shot Image Classification Feb 2, 2023 Federated Learning Few-Shot Image Classification
Code Code Available Gradient Descent with Linearly Correlated Noise: Theory and Applications to Differential Privacy Feb 2, 2023 Federated Learning
— Unverified DoCoFL: Downlink Compression for Cross-Device Federated Learning Feb 1, 2023 Federated Learning
— Unverified Distributed Traffic Synthesis and Classification in Edge Networks: A Federated Self-supervised Learning Approach Feb 1, 2023 Federated Learning Self-Supervised Learning
— Unverified FLSTRA: Federated Learning in Stratosphere Feb 1, 2023 Federated Learning
— Unverified CATFL: Certificateless Authentication-based Trustworthy Federated Learning for 6G Semantic Communications Feb 1, 2023 Data Poisoning Decoder
— Unverified Truthful Incentive Mechanism for Federated Learning with Crowdsourced Data Labeling Jan 31, 2023 Federated Learning
— Unverified Distributed sequential federated learning Jan 31, 2023 Distributed Computing Federated Learning
— Unverified FedPass: Privacy-Preserving Vertical Federated Deep Learning with Adaptive Obfuscation Jan 30, 2023 Deep Learning Federated Learning
— Unverified The Fair Value of Data Under Heterogeneous Privacy Constraints in Federated Learning Jan 30, 2023 Fairness Federated Learning
— Unverified Reliable Federated Disentangling Network for Non-IID Domain Feature Jan 30, 2023 Federated Learning
Code Code Available Regularized Weight Aggregation in Networked Federated Learning for Glioblastoma Segmentation Jan 30, 2023 Federated Learning Position
Code Code Available Federated Learning for Water Consumption Forecasting in Smart Cities Jan 30, 2023 Federated Learning
— Unverified Entropy-driven Fair and Effective Federated Learning Jan 29, 2023 Fairness Federated Learning
— Unverified FedRC: Tackling Diverse Distribution Shifts Challenge in Federated Learning by Robust Clustering Jan 29, 2023 Clustering Federated Learning
Code Code Available Heterogeneous Datasets for Federated Survival Analysis Simulation Jan 28, 2023 Benchmarking Federated Learning
Code Code Available CyclicFL: A Cyclic Model Pre-Training Approach to Efficient Federated Learning Jan 28, 2023 Continual Learning Federated Learning
— Unverified Uplink Scheduling in Federated Learning: an Importance-Aware Approach via Graph Representation Learning Jan 27, 2023 Federated Learning Graph Representation Learning
— Unverified FedPH: Privacy-enhanced Heterogeneous Federated Learning Jan 27, 2023 Federated Learning Privacy Preserving
Code Code Available SplitGNN: Splitting GNN for Node Classification with Heterogeneous Attention Jan 27, 2023 Classification Federated Learning
— Unverified Time-sensitive Learning for Heterogeneous Federated Edge Intelligence Jan 26, 2023 Decision Making Edge-computing
— Unverified Personalised Federated Learning On Heterogeneous Feature Spaces Jan 26, 2023 Federated Learning
— Unverified Interaction-level Membership Inference Attack Against Federated Recommender Systems Jan 26, 2023 Attribute Federated Learning
— Unverified Federated Learning over Coupled Graphs Jan 26, 2023 Federated Learning Node Classification
— Unverified 