Communication and Storage Efficient Federated Split Learning Feb 11, 2023 Federated Learning
— Unverified Enhance Local Consistency in Federated Learning: A Multi-Step Inertial Momentum Approach Feb 11, 2023 Edge-computing Federated Learning
— Unverified Vertical Federated Knowledge Transfer via Representation Distillation for Healthcare Collaboration Networks Feb 11, 2023 Diagnostic Federated Learning
— Unverified Privacy Against Agnostic Inference Attacks in Vertical Federated Learning Feb 10, 2023 Federated Learning Inference Attack
— Unverified XFL: A High Performace, Lightweighted Federated Learning Framework Feb 10, 2023 Federated Learning Vocal Bursts Intensity Prediction
Code Code Available Achieving Linear Speedup in Non-IID Federated Bilevel Learning Feb 10, 2023 Bilevel Optimization Federated Learning
— Unverified Principled Federated Domain Adaptation: Gradient Projection and Auto-Weighting Feb 10, 2023 Domain Adaptation Federated Learning
Code Code Available Towards Fairer and More Efficient Federated Learning via Multidimensional Personalized Edge Models Feb 9, 2023 Computational Efficiency Fairness
— Unverified Delay Sensitive Hierarchical Federated Learning with Stochastic Local Updates Feb 9, 2023 Federated Learning
— Unverified Mithridates: Auditing and Boosting Backdoor Resistance of Machine Learning Pipelines Feb 9, 2023 AutoML Federated Learning
Code Code Available Near-Field Terahertz Communications: Model-Based and Model-Free Channel Estimation Feb 9, 2023 Federated Learning model
— Unverified Towards Model-Agnostic Federated Learning over Networks Feb 8, 2023 Federated Learning model
Code Code Available Federated Learning as Variational Inference: A Scalable Expectation Propagation Approach Feb 8, 2023 Distributed Optimization Federated Learning
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 A Privacy-Preserving Hybrid Federated Learning Framework for Financial Crime Detection Feb 7, 2023 Federated Learning Privacy Preserving
Code Code Available 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 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 Cross-Fusion Rule for Personalized Federated Learning Feb 6, 2023 Federated Learning Personalized Federated Learning
— Unverified Federated Privacy-preserving Collaborative Filtering for On-Device Next App Prediction Feb 5, 2023 Collaborative Filtering 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 GAN-based Vertical Federated Learning for Label Protection in Binary Classification Feb 4, 2023 Binary Classification Federated Learning
— Unverified FedSpectral+: Spectral Clustering using Federated Learning Feb 4, 2023 Clustering Federated Learning
— Unverified Heterogeneous Federated Knowledge Graph Embedding Learning and Unlearning Feb 4, 2023 Federated Learning Graph Embedding
— Unverified Vertical Federated Learning: Taxonomies, Threats, and Prospects Feb 3, 2023 Federated Learning Vertical Federated Learning
— Unverified Revisiting Personalized Federated Learning: Robustness Against Backdoor Attacks Feb 3, 2023 Backdoor Attack Federated Learning
— Unverified Convergence Analysis of Sequential Split Learning on Heterogeneous Data Feb 3, 2023 Federated Learning
— Unverified GTV: Generating Tabular Data via Vertical Federated Learning Feb 3, 2023 Federated Learning Privacy Preserving
— Unverified Instance-wise Batch Label Restoration via Gradients in Federated Learning Feb 2, 2023 Federated Learning
Code Code Available Gradient Descent with Linearly Correlated Noise: Theory and Applications to Differential Privacy Feb 2, 2023 Federated Learning
— Unverified On the Efficacy of Differentially Private Few-shot Image Classification Feb 2, 2023 Federated Learning Few-Shot Image Classification
Code Code Available No One Left Behind: Real-World Federated Class-Incremental Learning Feb 2, 2023 class-incremental learning Class Incremental Learning
Code Code Available Federated Analytics: A survey Feb 2, 2023 Federated Learning Privacy Preserving
— Unverified FedLAP-DP: Federated Learning by Sharing Differentially Private Loss Approximations Feb 2, 2023 Federated Learning global-optimization
Code Code Available Turning the Curse of Heterogeneity in Federated Learning into a Blessing for Out-of-Distribution Detection Feb 1, 2023 Autonomous Driving Federated Learning
Code Code Available 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 Distributed sequential federated learning Jan 31, 2023 Distributed Computing Federated Learning
— Unverified Truthful Incentive Mechanism for Federated Learning with Crowdsourced Data Labeling Jan 31, 2023 Federated Learning
— Unverified The Fair Value of Data Under Heterogeneous Privacy Constraints in Federated Learning Jan 30, 2023 Fairness Federated Learning
— Unverified FedFA: Federated Feature Augmentation Jan 30, 2023 Federated Learning
Code Code Available 